{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           ds       y  stock_volume amount_volume\n",
      "0  1990/12/19   99.98          1260        494000\n",
      "1  1990/12/20  104.39           197         84000\n",
      "2  1990/12/21  109.13            28         16000\n",
      "3  1990/12/24  114.55            32         31000\n",
      "4  1990/12/25  120.25            15          6000\n"
     ]
    }
   ],
   "source": [
    "# 使用Prophet预测manning未来365天的页面流量\n",
    "# 从2007年12月10日开始\n",
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# 读入数据集\n",
    "df = pd.read_csv('./shanghai_index_1990_12_19_to_2020_03_12.csv')\n",
    "# 修改列名 Timestamp => ds, Price => y\n",
    "df.rename(columns={'Timestamp':'ds', 'Price':'y'}, inplace=True)\n",
    "print(df.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:Note: NumExpr detected 32 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n",
      "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             ds         yhat   yhat_lower   yhat_upper\n",
      "7505 2021-03-08  3171.628986  2600.140891  3794.511513\n",
      "7506 2021-03-09  3168.920283  2617.584302  3834.185756\n",
      "7507 2021-03-10  3171.533787  2604.977460  3842.098273\n",
      "7508 2021-03-11  3168.604549  2625.287196  3863.986194\n",
      "7509 2021-03-12  3168.558906  2566.602347  3806.859131\n"
     ]
    },
    {
     "data": {
      "image/png": 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vcti66ljReXtzkd7JWII8ceJE1q9f32m8sLCQZcuWdRo3DIMHHnigy3vdeOON3HjjjV2+JiIig9O6Fa/gODbkDsdv2ovRsJttiRDjs3PTzjNNk2g0qs1CpEe66lihPsjSX7STnoiIZER1XR3E8iAchaYaspINNCQclixJnz2eOXMmy5Yt0+yx9EhJSUmqxds+WqMk/UUJsoiIZMTbr2+Aoe0dLJr20PThpuDXBekL9YqKipQcS48VFxfzq1/9KpUkh8NhFixYMMBRybFCCbKIiGTEiVPO2N/irWkvpxzXvmFI/pi088aMGYNIbxmGgWEYnWaTRfpC7yYREel3rucTyx0CQ9uT4qZqxuZFADCGH5c6LxyOUFZWNhAhylEuHo/zjW98A9d18X0f27ZVgyz9RgmyiIj0O8fzOO2sYsyC0WAnCTttzD73XHKw8AuCGWPDMJh13ieorKxUizfpsQPbvPm+32VnC5HeyOhOeiIi8tFU02ITX/YsXm4hNFVjEPQ+Pm5ojHcLijBDIQwzxGuvvMSrL1USjUa1UE96pKSkhFAohOM4QNANpavOFiK9oRlkERHpd39Y9Dv++6EHghKLxj04ts3q+MucctxI8iecyte+9V0+dd3ncV0H13VTfZBFDldxcTEPPPAAkUgE0zSJxWJqFSj9RjPIIiLS7x5//LHgFwVj4K3NGAacVXwerpNNvQX/8E/f5J31q/nzf/0ePA/TNJXcSI/Nnz+fqVOnUllZSUlJib6BkH6jGWQREel3F172KYjlQtYQaKjiC/P/mWlnzWJcfhYAOxoSvPvWm7jtX4/bts3GjRsHMmQ5ShUXF1NSUqJadulXmkEWEZF+N/dzX+SNRpM/J2Hepy7nlhs/A8C4gmwAttcneH7Jn9Ou+eEPf8jUqVM1Cyg9Eo/HKS0txbIs1bJLv9EMsoiI9Luk69JCFIAP1rzEhtUrcT0/NYO8vSHBRZfNTbtm+/btXHjhhZoFlMMWj8e58847SSaTqmWXfqUEWURE+t1Tf1jEsr89D8CqJY8y/7or+evzL5KfFSYvGmJ7Qxufvv6LzPrERWnXKcGRw7Vv5vhvf/sbXnsdezQaVS279AslyCIi0q8c1+OZRxcHC/Ra6sBO4Ng2m9e1zyIXZLO9PgHANdffSCQaTV2rBEcOV2VlJYlEAs/zALj44otVXiH9RgmyiIj0q/U7G8kfOTpIkOurADBMk9nnnkfS9Rifn8X2hjYAPjbjTL7+vR9x9tmzuPrqq3nhhReU4Mhhqa+vx/f91PH06dP13pF+owRZRET6lY/PFf/4tfYeyLsxTJObvnM3s2YXYzke44dls7MxieN6vLlhHb+6+3+xZs1qnnvuuYEOXY4i69atSzt+4oknVL8u/UYJsoiI9Kuk4zHx9BmE80cxdlge3/nf/5eL511PNGRiez7j87NxPZ9dTUmW/fUprPYFVm1tbdxxxx0DHb4cJebNm5d2/N5771FaWqokWfqFEmQREelXCdvj3TfW42BS9c5G/u9d3+W919fg+T4NCYfxBUEni+WvredvT/83dPiafPny5dx+++0DFbocRebPn8+vf/1rJk2ahGEY+L6vRZ7Sb5Qgi4hIv3E9H9v1eeeNYNMPv7kGx7Z4a3UwqxcJmaleyKs2vYvrOp3u8cQTTxy5gOWoFY/HWbt2LWeccQbhcBjDMAiFQlrkKf1CG4WIiEi/cT0f2/MYf/qZsNHGbGsgHIky45yPEw2bxEIGw7PD5ERCxEZOJBKJkkwm0u5xzjnnDFD0crSIx+OUlJRgWVZqzDAMDMMYwKjkWKIZZBER6TeW6xEJGeQfNxGAz113HXf/7lHOPPscThmZR1YkhOfDuIIs2qJD+cmDD3HCSSen3WPIkCEDEbocRSorK9OSYwDf97FtWyUW0i+UIIuISL9JOh5gsLclSF5ysIGgtCIaNomYBvUJh+Pys9jZGMwcf7jl3YEKV45Sb7zxRpfjnudRWFh4hKORY5FKLEREpN+0WA6O67Hp/Q/Bsfjtz+4iEomw+Mm/womlZEdDbKtv47ihWfx9Sx3PrX0Sv32jBwi+Ji8rKxvAn0COBq+++mqX46ZpUlNTc4SjkWORZpBFRKTfVDUlqW+zefO9rdBcC76PbVk8svj3ABQNzWJ4bpTj8rNIuh6JUHba9aohlcPRVZ26aZrEYjEt0pN+oQRZRET6TV4sxNihWSTMLGipTY3nRoMvLLPCwV87xw8LEmN3yJi0633fVw2pHFJLS0unsZkzZ2qraek3SpBFRKTf1LUGNcdOdj407U2Nz5gxA4Bmy6XVcjlxeA4A79U0p11vGIZmAOWgysvLefLJJzuNFxUVKTmWfqMEWURE+o3leNiuR5MbSs0gGx3qQgtzosTCJiNzo+REQmSNnZR2/cSJE494zHJ0efzxxwc6BPkIUIIsIiL9xvXBNA0cQpitdQCEzP2bN+RGQ0RDJj4wYXg2LbGCtOvfffddLrzwQm0XLN06cItpkUxQgiwiIv0iHo+z+MH7WPHaagC8+j0AOI7N++9sAoLkORoysByPCcNzaIsVYJjpfxUlk0nVIUu35s+fz4IFCzqNjxkzpouzRXpHCbKIiPRZPB6ntLSUivt/zA9/+MNgsHl/DfLChQtTvzZNg6qmJBOGZVNnm/jhWKf7qZetHMzVV19NJBJJHYdCIbUHlH6lBFlERPps385mnufiZreXTTTt70dbVFSU+nUsFKLNdpnQvlCPgiIOpF62cjD33nsvtm2njn3fH8Bo5FikBFlERPqspKSEUDgc9DEePh7TtaB5f5J72WWXpX4dDgXdKia0t3ozRp7Q6X719fWZD1qOSl11sfA8j1tvvVW169JvlCCLiEj/8H1838cfdhxe9QdAMKt34O5mBgbRkMm4/CBBPvXjn+x0q3Xr1h2RkOXo010Xi9dee43S0lIlydIvlCCLiEifVVZW4rpucFA4Hmq2tb9iEImm7242riCbWNgkGjYpzA4x/KQzMEOhtPupU4F0p7v3hu/7WJalBZ7SL5Qgi4hIn5WUlBCJRCFrCAwZATUfADBsxEiefObZtA0cCrLDREIGvu8zKjdCTdIn1J4gG4bBggULmD9//oD8HDL4zZ8/n+uvvz51bBgGkUiEUChENBrVRjPSL5Qgi4hInxUXF/PwY09z/KyLg4HqrQDU7d3Dh+++lXZuLBwiZJq4PozOjbCzvg3HcYAg2SkoSO+NLNJRPB7nj3/8Y+rY932Ki4spLS3lvvvu02560i+UIIuISL94a9MbNIfaO1PU70qNd1UzGgsZ1LfZjM4N00wM3wvqlT3PU4s3OaiKigo8z0sbe+WVV1i2bJkW6km/UYIsIiJ9Vl5ezp3/+k1qk4DnQlN16rWuakZj4RA1rRajciO4GJA3PHjBMFi9Zs0RilqOBYYRlOu4rqsaZOk3SpBFRKTPfvvb9o1ACsZC454gSQbOn3N5l/XEI/OiZEdCjM4NAxAa1r4Lmu/z0O9+p1lA6VZZWVlqkxDTNPnXf/1XYrGYapClX4UHOgARETn65Q4fGfyiYAzUVwEQDkco+9otXZ5vux626zMmL0h0Tp5dyqZtbwSv2TYVFRWqJZXDctJJJ7Fs2TIqKioGOhQ5hmgGWURE+uzckvbFefljoCFIkKdMP4s5Jed3eX7S9YiEDEbnBglyqGDMEYlTjn4VFRWpXfQ8z+PrX/86GzduZNGiRfzmN79RL2TpF0qQRUSkz+rraiGWC9lDUwv0Xl/9Ks8vf7nL808ZmUdW2CQaMsnPCjPy5GlEotGgZVc0SllZ2ZEMX45inufx+OOPY1mW6pCl3yhBFhGRPhs3ZhTkjw4OGnYH//Z9fv/rX3R5flYkRCxs4noeY4bEsGL5/OtdP2ZG8QXc/N3/zezZs49Q5HK0mTFjRtpxOBxm+vTpQLBgLxQKqQ5Z+kw1yCIi0mcb16+F3GHBQfP+baVf/J8lxOPxLuuJh8TCtHg+xxdks37bXlb99LvYlsXra1Yw76JiPnH+x49U+HIUqampSXWuMAyDK664gp/97GepnRx93x/gCOVYkPEZZNd1mTFjBldeeSUAW7Zs4ZxzzmHy5Ml89rOfxbIsAJLJJJ/97GeZNGkS55xzDlu3bk3d4+6772bSpEmccsopPPfcc5kOWUREeiAej/On3y+CnPYNPlobUq/5vt/t192O57OnOcmkkbnsSYCFiee5OLbN355/4QhELkejwsLCVBLs+z61tbWpmmQIFnmqxEL6KuMJ8v3338+pp56aOr799tu57bbb2Lx5M8OGDWPhwqA10MKFCxk2bBjvvvsut912G7fffjsAb775Jo888ghvvPEGzz77LF//+tdTnxJFRGTgVVZWBv9fzskPBlrrU6/FYrFuv+6OhAxM02DyiFwAwqNPIhQKEQ5HGDf17EyHLUepmpoaTDNIX0zTJJFIdDqnvr6+05hIT2Q0Qd6+fTvPPPMMX/7yl4Hgk97zzz/PtddeC8ANN9zAk08+CcBTTz3FDTfcAMC1117LsmXL8H2fp556is997nPEYjFOPPFEJk2axMqVKzMZtoiI9EBq57ucArDawEkC8PGLL2PZsmXdtmsbkRvDNPYnyP9w+z187Vvf5Y7/90dOnnbWEYldjj4lJSVEIpFgQWckwk033YRhGGnnPPHEE+pkIX2S0RrkW2+9lXvvvZempiYg+NRXUFBAOBz8tuPGjWPHjh0A7Nixg/HjxwdBhcPk5+dTU1PDjh070hZrdLymo/LycsrLywGoqqpi586dmfzRjojq6upDnyRd0rPrHT233vsoP7v3t2wJfpFTAG2NqXHXSnLCCSd0+//juqYktDaQlYiRGzFZt2UXkZee5+OhEPWnTWZnjnUkwj9qfVTfc9XV1bium9o9b8yYMVxzzTU88cQTqXPeffddSkpKePTRR5k5c2an66V3PkrPLmMJ8l/+8hdGjRrFWWedlaoF6qpwft+nvu5eO9g1Hc2fPz+1W9PMmTMpKirqS/iDxrHycwwEPbve0XPrvY/qsyu95HJ+8pOf4OUOg5ba1PjKlyv54IMPup1Bzm61+LC+lexhI8n3N7Lhve2w4hVWr3gFYrlcdPs3GZoVOVI/xlHpo/ieW7JkCY7jAOA4DkuWLGHUqFGdzrMsiyVLljB37txOr30Un1t/+ag8u4yVWLzyyiv8+c9/ZsKECXzuc5/j+eef59Zbb6W+vj71xt6+fXvqQY8bN45t27YBwRu+oaGB4cOHp40feI2IiAw8HzAwgi4WLXWpcc/zuPfee7u9blhOlIhpsqspSXL31mAXvnbLl/6FpqSTwajlaFVVVdXp+MAxkb7KWIJ89913s337drZu3cojjzzCRRddxOLFi7nwwgt57LHHAFi0aBFXXXUVAHPnzmXRokUAPPbYY1x00UUYhsHcuXN55JFHSCaTbNmyhc2bNzNr1qxMhS0iIj308osvBt/2HZAgQ7C+5GC1oJGQSSxkcsr40TB0FJghAGZffAW1rXa318lH15gxYzod19bWdjrPMAxtOCO9dsQ3Cvnxj3/MT3/6UyZNmkRNTQ033XQTADfddBM1NTVMmjSJn/70p9xzzz0AnH766Vx33XWcdtppXHrppTzwwAOEQqEjHbaIiHSj+LzzCefkQtYQaE5PVHzf54477uj22uHZYTx8Ljp3Fpghpl90Jd+9+2dceM31JGx1LJLOysrKiMViGIZBLBZjxowZvPLKK53OmzJlSrflPSKHckQ2CikpKUm1+Zk4cWKXXSiysrJ49NFHu7z+e9/7Ht/73vcyGaKIiPTSyJOn8al/upPHLaCp8yKeDRs2dHttfcIhgcdx+VkAfPWu+zh7fAFVjQkKslV/LF370pe+BATJcmVlZZfrlT71qU8d6bCkF1zPZ92OBsYVZDN6SGygw0nRTnoiItInI3JiNCUtMICmvZ1ez8rK6vbacQXZtLSGyI4E3wzuaEhw9njIjYY1gyydxONxSktLsSyLaDRKWVkZJSUlhMPh1MZjEJRXFBQUDGCkcriSjovj+XxY1zqoEuQjXmIhIiLHlt3NSZys9m2mu0iQTz755G6vzQqb4MPoITFCBuxsDDZ9iIQNmpJKkCVdZWUlyWQS13VJJpNUVqFn8GQAACAASURBVFZSXFzMjTfemHZeOBzudoMaGVyqmpK4no83yHYIV4IsIiJ9snrlCl5c/mJw0FrX6fXTTjut22s9H6IhE9OAYVF46bV1bFi9EhMDZ7D9jSkDrrCwEM/zgKBLyr5NasrKylJ7LJimyS9/+UvVHw9yjhv8Oda12jiej9dFmcxAUoIsIiJ9svG1OG7OsGCLaTvZ6fUZM2Z0e20sbBIOGaxftZK9725k8449fOUzV/D62tdIOF6XtaXy0bV27doujzdu3JhqIet5HosXL9ZOeoPc+p2NrNpWh+sHybHtDq7/1pUgi4hIn8w45+MYQ0Z2WV4BwS6qB5MVNvnPB38ODVUwdDSu4/CHX/8Cy3Gpb1OrN9mvqx7IAAsXLkwbX758ORdeeKGS5EGqttVKJcWut+8fb6DDSqMEWUREes33fZKOi583HJq6ToT3fQ3eHdfzqaraBQ27IW84hKN8sOVd/vjr+3n2heWZCFuOUl31QI7H46xZs6bTuZZlpXbylcHl/ZoWPJ/22mOfhqSDM7jyYyXIIiLSe0nHY8kT/wU56dtM72Oa5iFnkKNhk4/NOjeYQQbIH80H773LH3/5Y7746Ss0CygpB5brzJgxo9s2b77vH/LDmRx5ScfF9YLk2PV9XA/aLIfBVWChBFlERPqgOemwd28N5OR32kXPNE1isdghuwmYhoGRlQc1HwYDI07E81x838eyLCoqKjIUvRxtampqMM0gddn34aukpIRoNNrt+TJ4+L7Pxl2NADgdSit8H0xjgIM7gBJkERHpNcv1qWtrX5jXniDnDc1nwYIF/Md//AfLli07ZDeB3GiIj53zcaIte8GxYMykTIctR6mSkpLUbrqhUIiSkhKKi4u57777Op1rmqZavR1h7+1tOejra7Y3pGaPPd8n6XgkBlttRTttFCIiIr1mux4J2ne8a60HYPyJJ/HjH//4sO8xsTCHaWeezQP/+Rjfe6UWc/onqHrxd6nXp06b3q8xy9Fr48aN2HawcNO2bTZu3EhxcTFLlizpdO60adPU6u0IqG5OkhcLYwB1bRaul0Ooi+ng9TsbcH0f3wfP97Fcn1bLxTQNTizMoc0eXImyZpBFRKTXsiMhpl/UvqVvew3yqNFjelQ3HDZNsqMhXM9npNFKjZFHsC1fYMfuPf0ZshzF7r///k7H8Xicp59+utO5yWTnloPS/7bWtvJmVROvVzXierB2R/BBOem4NCb2d6GxHK+97tjD8yFhuyQcj4TjEjEHXzo6+CISEZGjxrb6NsZN/zgAk08YRygc4aVlz1FaWnrYSXI0bPLehtV88x+v4c3/+RO2GYWC/d0Ktu3uun2cfPS0trZ2Ou5ukd7bb79NPB7n9ttvZ+TIkYwdO5YZM2ZwxRVXUF5efqRCPqb5frADnk+w2M5yPVwP9jQlWb+zkXeqm/mgtpVV2+pSXSts18f2PNrsYJ1Bdjg00D9Gl1RiISIivWa7PtXNwUxd6SfO573XluN5LolEgoqKisP+ivuNVXFsy8bf+U4wMHoy1O8CYPWKlzMSuxx9pk+fztatW9OOS0pKiMVitLW1pZ3reR533HEHy5fvbxW4r2/yV7/6VQDmz5+f+aCPYUFNcXuS3J4AE4IP61txXJ+QabC3xUrrWmG5PgnbxfE8pozKwzCM4LpBRjPIIiLSK74ffF26btVKTKuFDza/hdm+gMr3fR566KHDnkWeNutcDMMIOlk4SRh9Uuq1lsb6jMQvR5/LLrus03FxcTHLli1j+vT0WvVQKMSmTZu6vdeBm4tIz3l+MBvseH6qKwWA6+3vUuF4Prbrtbd082lKOjQlHYqGZgX/zQ9SSpBFRKRXPB9+8aM7ee+DbXhNNSx58k+Mmzg59Zee4ziHvVHDWbNmkzdsGPge1FellVh8uGWLeiELkN62zTCM1HFxcTHXXXdd2rlf+cpXOPXUU7u9V1ZWVmaC/Ih4d29L2sxxsPDOw/G89sTYw/P3J86e79NmeyQdl+MLshmaFRnoH+GglCCLiEiv+L7P355+HHKHpVq81VVXkZWVRSgUIhqNHnabrYLsCE7SCg4adsPQ0Wm/j3ZEE4D6+v3fJvi+n3ZcUlJCdnY2oVCI7OxsysrKmD17drf3Ou200zIaa2+Vl5dzySWXZLxO2veDUofeqmu1UttEJx0v6EphBzXIru/j7CuraC+t8Lyga4Xn+eREB2fdcUeqQRYRkV6xPZ+x40+gJncY7HobgPETJ/P/fvZ/ePml5aketYdj9JAYJ55yKq+vWgGNe+C4/cmLYRjqZysArFu3rtvjfaUWlZWVqffenXfe2e29hg4dmqkwe628vDxVH7106VIgM3XStuuxt8ViW30bZ48v6FWpg09QYpFwPBzXw/b89l3ywpiGQcJ28X0Ts73GOOm6WK57VCTHoBlkERHppeakwxe++d32GeR6TDPE/G9/n/PP+zjf+c53etSDNjsS4ivf/j4YRpAgZ+VBLBdgUNcpypE1b968gx4XFxenvfcOfL2jwfitRFdt7Ppbm+2yZnsDVY1JmpIOq7f3rsY/6GcMLZZLs+WSdFx8H1rtoCa5xXZI2C5NVlBz3Jx0yYuGGTPk6Cht0QyyiIj0yod1bdQnPIhkQWsdhml0uUHA4Trz7HP45x/cyy8W/3cwMHQUVG/B932ef+EFbfogTJ06lauvvpqdO3dy0003pc2uxuNxKisrKSwsTG1BPXXqVEzTxPM6b0IxGGuQa2tr045bWoKd6WzXozHhsKW2BQODs8YXHPY9bdcjEto/H7qtvo3mpENeLExti41JUAphGgf/MNqSdNi0u4n8QoddTcnUvS3H5cTCHMKmSYvlUN1sYbsmruvT7LkYRlDOMSw7yughsR48jYGlBFlERHplWHaEFS8shTGXQksdruOw9Mk/8fXPXHboi7swekiMq/7hBv6+9nVWQypBNkyTqWef26+xy9EnHo9TWlqKZVlEo1GmTp3a6bVkMonneZimSSwW44YbbuiyRzIcuRrkVsshJ3rodCsej7N79+60sRkzZgDBLnQQzNaGTSOV4B5KbavFlppWphUNJWQYmKZBbYtNfZtNs+UEC+ccj427GnE8DwOD08YMYWdDgpNG5KbiTzge9W02bZbLpj1NOC40JR1abQeArPZexvlZEXY1JvEcl6L8LCzHwwcKc6L04bPzgFCJhYiI9IrleuxtTgQH+xbp7e3Drnc+PL54EauX7ptB3r9Qr4sJwD45UguhpP9UVlZiWRau62JZVlqJxL7X9s0Ue56HZQWLPiORrrsllJWVZSxWx/VoaLOxXY/1Oxupb7MPeU1FRUWnZD43N5ddjYn2PsJQ32rTlHCD7hCud8j+wQk76CSxbkcD63c28n5NCw0JG8fzCZsmJw7Poc1ySdhe8I/j8kZVI7WtwbNLOi6bdjfzfk0LNS0WTUmHxoRDTWuSmlaLhO0xdmj6TLwBuK5PflaEkXkxRuXFCJnGUVcqpRlkERHplTbHI1bY3o6tPUEuHDH6IFcc3LsbV/OrHy4IihuTrZA/CgDPdXnyT4u5+pKSvoYMHLmFUNK/SkpKCIfDeJ5HOBxOW7hZUlJCNBpNm0GORqOUlZUxY8YMbrvttrRd+D75yU9mtGRn/c5GXN8nZBi02i4f1rVRkN11or6vNOTNN9/s9NqLL77IB7Vt7G5KEA6ZNFsOLsHs7c6GBA0Jh5njC7osbWqzXbbVB5unOJ5PwnFotYN64Unts8MACcej2XJoTjpkR0KEDBPDgNXb6vEJNgFJOl57fbHL7uYkJgae55MbC3X6uU4ZldeHJzd4KEEWEZFeSToe5AwLDtoT5LyhQ3p9v0cfWRwkxxAs1Oswg/z3FSt6fd8DPf74452OlSAfHfbNsB4409qxg0XHGuQnn3ySe++9t9N9OraHO5DjeoRDvf+CvSnhkHSCrZSzIiFqW2yGdlMOUV5ezte+9rVuy0CGDS8k4bg0W0Epw7j8bHY0Jtha24YBtDku63Y0cOa4/NQM7Yd1rbRaLi2WS2PCIRY2sV2P6haLnEiIRHtZxD6j86LUtFip/sW+D1kRk1jYpNVyMQ2obglmwPNiYbLCIZotlynHSCLcHSXIIiLSK0nbZWdNA4x2INEMwNa33+j1/dJmwRp3Q8H+BLlq+7Ze31eODZWVlbiuG+zg6LpUVlamzQIXFxenHZeXl3eZHEPXC/Sakw5v72nGdn1iYZMZ4/J7FWddW1CK0JBwyI26WK5HwvGwnKCEIRY2iYVDxOPx1DcZ3Zl0xplYrs/YoVnkt2+scdzQLBK2S8LxsF2PrHCI1dvrOX3MUF7f1YjnB+3XPN+nttViWE6UhO2SHQ5moCcOz037PYblRAmbJtGwyfs1LSRdj5hlkhcL05BwyI6YWI7L+IJsHD9KQUF2r57L0UYJsoiI9Jjf3v905MQp7KquJ+iKCp/7zLW9vufwgg4r82u3wwlngmGC75E3tHfJSlcO/Cq7q6+2ZfDZV0axb5FexxKLPU1JRuZF0+pcD7aV9IEL9LbUtFLVlMA0DOraLPKzIrief8iuLJ7nY3To/rBqWx34BnVtNq7n0ZT0GZkbpdVyWb+zAdeDN9etZOv61/jFff/3kD/zJz51LU0Jm6IOdb55sTBba1ux23ena0o4NBLUGdtusINdc9LFaZ+Vrm5OEjYNJhbmYDke0XDn2fEhWUE6eOroIby9p5k22yUcMhiVG2VXc4LJI/MImwb1TYcM+ZihBFlERHqsIeHgeB5+dgG0vgNAKBxm+sem9fqeaZtA1GyDcAQKxkLdDi68/Oq+hpwyceJEtm/fnnYsR5bleJgGh1XKUF5ezsKFCykqKuKf//mfWbduHfPmzeOkM86krtViT3OSxoRDQXaEaHh/Qrtvkd6BIpFI2gK9VsthZ2OC+jaLrEiImpZgh7g9zUkcN/h3xxKGjtbsCEo1Zo4fRk2Lhe36QLCALi8WpsVyKMyNsrWujexIiNUrV/Avn7/ysJ6RYZqMOeVjJBy3U1LbZrtEQiYnFebyfm0Lnhf0H4agZZvlBDvkTR6ZF8y4+z6mYZAVOfQmHQfWECfdKOGjrQVFP1CCLCIiPdZmu9iuz666plT9se/7vPjii5x7bu9ass2bNy+1aI6aD4N/F46Huh28ue61/ggbgOuvv57ly5enHcuR43o+G3Y1kB0Jc/qYg9esd1xQuY9hGLz44ouERp7AGWfOwveDRWvbG9qYWLi/fCCZTHa635gxY5gzZw5e+65vScdjd1OSpONS32YTTroMiYVJOh47GxIkHA/wcTyfkAGmaaTNGjsutNgOq7fVk3BcalpsDCPY+GZcfhb7mkw47TXAP/hGDzpn+D4731pH8ezOiwlPHb3/uZ08Ikho36luwfW81GxvhydG18sDD8+I3Ggfrj56qc2biIj0WJvt4ng+ViQXM9GIGQoRiUT6tCX0vk0dgKDEAqDweADWrYwTj8f7GHVg7dq13R7H43Fuvvlmbr755kP+fgnbTbXDksNnuUEJQMJ2D3luVzvJ+b5PMpnkqUf/SG2rRU2rxd7WJDUtFh/WtbJ6WzCre8opp3S6ds+ePSxevJjSiy/m0SUv8GZVM3VtNo0Jh+MLcjhhWDZF+VmphXHN7bXE63c2sGZHPUnHZfX2etZsb2DVtjpsz2Nvs4XleuxutmixHRoTNoU5QbnHvhKNrIhJ0nFpqqvtFNPB/P2Zx7ssiejK5BE5TBl1YHIsvaUEWUREeqyu1SbheDTZcMbkExk5djzX3jC/T62zKioq9u94ZiegYXcwg9xu0aJFfQ0bgKqqqi6P4/E4F1xwAQ8++CAPPvggF1xwwUGT5J2NCd7e09xtBwLp2ptVTdS32XiH8dz27STXld27d9OUdGlM2gyJhrFdn91NSaz2HsSXXdZ5wxrf9/E8D8e2WPHychqTDm22S6vtkhMNEQmZmIZB0dAsqputYEONpEtdq0NL0mXDzkZarWDmuTHh0Gq5QYeIZgvb8SgaksWUUUNSNb37jMvPpvbdDT16Tr7v88QfHubnP7rzsM43jKOv1/BgpgRZRER6bGhWmOaEgw9sqFzC7u1bWfzrn/fvxhs1H6ZmkCGYtc6kiooKbHv/hg62bVNRUdHpvFbLSc0eNyfd9h6xPtXNnb/Sl/0c12P1tnqak8HMbFCvC5urm0k6Xf/Z7ttJritBSzIfz/PJCpvBzm6Wy94Wi3eqm1m6vHNrQNMMYRgGZijE9HM+TnVzkrpWG++ADTeGxMJkhU0cz8N2gz/rmjabhoTD7uag7rmmxaa2zWL0kBhNSZuC7MhBd7erfPqxw3lMaXzfp+LB+w87SR4onu/zmYpVPLZ+50CH0m+UIIuISI/VtdmsWrc+OGiuSY0frHPAoZSVlREKdVhEVLMNho0DM0QkGuXCuZ/p9b0Px4ouei0vXrw4Len3PJ+Nu5p4vaqRhoRDixX0vN3bYvFBXWun62W/16uaaEo6VLdYjBkSo8122dHQRk2Lzeu7um6P0NUs8D5uSxMTC3MYkRsjPztCXfv2yY0Jm+akQ9Xuqs7XuE6QVLsee1stxhdk0WI5HJd/wG5whsHYocFs8KQReTieR2sy+GBkOS6//cm/882rzuOxX9zD8JwoU0YNSdXq/tMX5vHxk8fyT1+Yl7rfhtUrefz3D/XmsQFQ8eD9bFi9stfXd7Rh9Uoe+uVP++V+CdvlO89s4tqK1WypbeOeF97Dcvp528sBokV6IiLSY47rs+nttyFyKjTvr6ssKirq9T2Li4s5+eST2bRpUzBQtwPCEf7xW3cy+bRpzJw1u69hA8FCrY5qa4P4t27d2uncpqam1CKx+fPns6W2NZgxxqe2xcb2PDbvDXrnmvp6+6Bs16O2zSbpuOTFstjdnOSD2jaaLZf8rDDb69soGpqFaRq8U93MyNwoz3UxC7zP7l3bMQ0jlZg6rkdj0mfMkCzqEw6W230Jh+s6/M+T/8WcC85nyqiDLxQMmwbj8rODXeZMg0d/eQ/P/OeDADzx0APkxcKUXHI5Fb/6OS/+bQl+e5nQiuXP809fmMcvf/84P7jt5k73Nc0Qs867gBXLnz/kswN45rFHmHbWrMM6tzsbVq9k/nVX4tg24UiE8j/9pU/3PO+Bv3caW7mtnvNOHH7Y93jp/Ro27GriH2b0/v8dmaAZZBER6THP9wnltf8l2BIkmKZpsmDBgj7dN21hVfvMdMm8MiZNO5NEN1/D99TQoUPTjpcvX055eTn5+d33Wt43M17fZlPfZrO32SIaCjoa1LU61LXZqc4H0rVW26XNcpk0Io9IyKTFctnTnKQpETzTXY0J1uyoZ9W2Oupabd7c3Uz1nt2Hff8po/I4Pj+bguwIW19fw44t76W9npdfkHacEzn8OcK8WDi14O7Zpx5Ne+3pRxfz5Wsvp3LpM6nkeJ9V8ZcA2PHh1k73DIVC/PL3j5OVnXNYMdTs3XPY8Xbnjq9/Cae9jMixbSoe/Hmv79WYsLscv/WpN/j3/3mH+5a/3+21H9S1MvO+l/ivdTu57c9v8tBr21i0anu35w8EJcgiItJjtuuxN+EFi+la68EwuPHLX+7TIj2ABQsWEAoFiYvZ1ghAdUsSz4dWq3++uk3rt9xu4cKFfPe73+32mrq6OhzXI+l4NFtBz91xBdnkxcJUtyRpSjjUtVpsb2g7rO4MHzWW4+F4PuPys1JdFsYMiZEXDdFmBy3W6toc2mwPy/Gpa7WpfOll/v7C0m7vOWRI+gcao73P7xOLH2ZB2dXs3Lo57fWZsz9OJBrDMAwi0Rif/uzne/WzNDc0pB031tfjuV3/mUejWWxYvXL/4tMOPD8Ym/2JCw/r922or+OfvvBpnlj8cI/i3ef7t3yVPbvSa4Q/eH9zN2cf2sKV3e9u+ec3dvP7NTt48b2atHHf9/nT+p3MW7QagJ9U7v8Q8+xbff8A0J9UYiEiIj3meBArLILNH2IYBuFIhC+W3dAv9w6FTDzPwGyrxwP2tlice8JwbM8j6bjEwofe7OBg0vottysqKmLq1KndXlNdXc26nQ20WC4FWREKsoPOsiNzo2ypbcU3fJotn1bL5fWqRiYMy2FEXqxPcR5Lko5Hm+UyssMz2bd1ckF2hN1NSfa2JMnPChMJhahLWGxY+Qqu43R7z0isc3/eDatXcvf3vtVpJjcSjVH2tVso+9otvLzsWc4rvbTXpQWtremdNVy3+xjHHT+Be7737S5fy8kJejaXfe0WXvrbs7jdJNn7rH01KGdYsfwFAD59/RcPN2QAli9b0mmsYPiIHt1jnzbbZfGaHYc871tPB7tU/p8rT+Xbf9l00HMtd3DVLmsGWUREemRfi656C2iqTrXOMvuh/2plZSWu6wb3bKnHJOgzmxUJuhQ0JrpPRg5Xx01CIPiqe8GCBVRWVnZ7jYdBi+XSajmMytufmGVFQpw6eghTRg1hXH4WjYlg0d6eZvVH7ui9mhYsz++yR69hGIwZmsUJBdk0JBxqWy1yI2FKL7zooG3LrvrsFzqNVTz4807J8YhRo/nXu+7pc/0ukLbw7nDYtsU7b27s8rXzLroEgGlnzeI3j/2Vedd/iXlf+BJlX/vmIdu1Pb/kzz2KA+C4cRN6fE13Hlnbs24Vh0qOgVRXk8FCCbKIiPRIwnZpsV2qGlpTdcKu43TZEq2nSkpKiEajqY1HCmIme1ssTMMg6fipOtDeuv3221m8eHHa2Fe+8hWKi4sPmiBn5eSx+OHf8eVLZvHJM0/usu1WVtik2Qo2lmizXZ57YTnfu/OHvPJK54VMHyWu5+N6Pm3WwWdIsyIhJo/IZfKIXI7Lz+KsWedw2sfO7PLck0+d2uUManVV584Ve/fs5ic/uIMnFj/Mzf9wNQ//v/u5+R+u7lUXh9UrXu7R+Tu3fdDtaxNP3l9vP+2sWXzn7p/ynR/9lJbmxkP21h42fGSP4gA46ZRT0wcmn8umk+f1qo+3m4He34lB1v1CCbKIiPRI2DSIhUwSZiytg8WBG3D0RnFxMffddx9nFp/PN773Q8YWDKG6JZiN9X2f7fV9WwT3xBNPdBqbMWMG8Xi8U9lFR7Zj85v/uJ29u7ZTV7O3y9604ZDJ6LwY9W02q197lU9dOoe7//0HXHjRhfz3cy+wra6tT7Efrdpsl4QTbOF8KB07gfz8R3fyxrrVXZ43+4KLuhy/6nOdZ5UBbCvJ80v+jG1bqY1CVsd7luwCDCvsWUlCMtn1+zWWlc1Zxed1fdFh5J5vvb6+R3EArH61/ec9+Tw48Sz41B0kRk4m/kFdj+/Vlbsvn9Iv9xkslCCLiEiPbK1rZWttCxhmqoNFf4nH49x6662sib/EA//7fxF1Wti7L0EGWg8xC3kwCdtl0hmdN5649dZbuffeew96bVNdTaexpx9d3GmsIDvC+PxsnvrTH7AtC9/3sS2L/6z4T3Y1JbpMkl1vcH213N/eqW6mKRG0cuuJF559utvXupvJ/fT1X2TI0K67kZx82jRCoXD7RiHh7hPUDg7sGRyLZR3iikObMetcfvXHJ7st+cgdMrTLcTCCxDYc7VVHi+PGT4ARJ8CVC+CaH6TGn3+383v7YJqTDg/G98+M33/V6ay69XzmnNzzWe2OPj11zKFPOoK0SE9ERHrEdn2aEu2JanP/JsiVlZUkk0k8z8PyfezaKvbGgv6orudjd9EN4HC9Xd1MfVNzp/FkMsnbb7990Gsdu3NLq2Si653zcqIh3nv7rbSxze9swnF9djYmcH0fx/OZNCKXbXVtVDUlOPv4YT34SY4ubbZHU9KhMDe7R9edMX0m27Z23Sps5Kjuk6lJU05n7crOZS0tTY3sn5499IeSDatXctO8y/A9D8M0uXTutd3G0xO/eeyZg/6ei3/7wAGjRrDl+gkzoOQmWPNnWl56uEe/5xOLH6Zq5zaY2r7xSuMejHfjTL34Gv7nnWpumjWeP7+xm5tmjScc6jx36vs+c362hNbqHRSOGAmhwtRr507Y/9795MkjWfpOdY9iA3j1lvNoTPZ9fUF/UoIsIiI94vkdahA7zCAfuAFHbxQWFqZaYvmex/DsEK+3OliOR3bExO7FSvft9W3sbkpiuR4fvv9up9c9z6NqT8//Uo9ldd+lItlSn3ZcV1vD9oYEhbkRwi0Gnu8DuWxvaMPxfFZvq+fMcfmHXJx1tFm9rZ4228Vy3R5vpJKTl9vta2U339Lta1PPPLtTghwKhcFg/wJQ12V1/OXULO6G1StZHX+Zs4rPS43d891vpxb8+Z7Hkif/dFhxm6HQ/rZveSMg0QRO8GFqX+eK7qyOv9y5JdwXH4Dh4/YfT7kA98Xf8fMf3ckt373zkPE8sfhhfvSjH4HvwpRPwNsvwTM/wTBNcmaeSYs3nk/97rXU+V8tPiHt+r0tFjf/6knqw2Nh9BR2dXjtS2ePT3vP/ujyKVw6ZSSzxhfwj39cy5barsuK7vzkyVx52mh838cwjEH5LYoSZBER6RHH86hqDGorzbYGPIJOEGVlZX2+99q1a9OOd2/eCMeV8PKrr3H+7LNJ9mIhz67GBK2Wi+35tDV3saWxYVBXs7fH9/3UZ67v9rVhw0awlXf2Hw8vJGxCc8JhSCyM7Xps2t1Em+3SlHCIDs1i5Yf1nD5mCHmHUat7tLBdn4Y2m4nDD54YdqmbnCltO/IDbFi9kopfd9784vgTT+KKeZ/jL489go1FOBJNlVhsWL2Sr3zmSlzHJhSO8JtHg93ldmzf2uOQo9EYEyadHHSuyBoC838X9Al/MPhv49qyLx/0+rOKzyMajWFbwbcoDDtuf3LcWg8bnoXZn4PRk3j6pVe5yXLIjXb9ftle38aD8Q/YvewF+EqHLeBf/xsQfDCcNcxlRXuFRSxk8ptXP+T1qiZunDWe/369ir9uai/lCI+FRDO4NoQiUPHPzLt6LudnfQ6YkPb7fmJiMLv8aNlM2gy5AQAAIABJREFUAH764vv8Ye0Ovn3BROZNG0ukwwz1YP5AeOz8VygiIkeE5fjUJxzAx2tq72LhumzcuLHPG4UcaPNrL8FxJXzvjgX86qf3csIZXXc16I7v+1hu0HbN832SbS2dzjEMo8cr+U+fftZBZ+/yh6WXTJxyyqmcMCyHd/Y205R0qG+1eWPNKn5+953s3PYBF17xaW789vfZtLvpmCq3SDrBAr1ouOdLnrqrxfV9P232t6PV8Zehiz/LE06axLSzZvGrPz7ZqQ/yPd/9Nq4TlNC4js2iB3/Ox0suxkr2vFVf6eVXcdIVX+SdTR3KBXIK4ITpDKndcsgZ330x7pvN/spPF+NCkGC31gdJ9znXwZxvUDfyRC78VZwVt5zXaXbecT2ueXhV8BljWoekfMsq+GD/h9ANLz7HZ8+dS/yNzVw2bQK/bzmR+Ad1XS/ce/jrQQwYgM8Tix/mL489ctB6aoB/uWAi/3LBxIP+3INRxhbpJRIJZs2axcc+9jFOP/10fvCDoCB8y5YtnPP/2Tvz8Kjq+23fZ5uZzJJMAglbwr4vQQmCIFbqUkQrbqhYFa20qL9arV3caqutLS5ttVKtYOuGWnHHrbgiKgqiEYwg+xoI2TPJ7DNnef84kyHDTDYIiH3PfV1czNm/MxnI53zO832eiRMZMmQIF110EbGY+QWMRqNcdNFFDB48mIkTJ7Jz587kue666y4GDx7MsGHDePvttw/XkC0sLCws2kFPWHYFYxpiNAD6/klzzXHMh8Ls2bOx2WyJiVQSesJGTrW5WfPZJ8Q0nXAnkuqqAzEicTNgBKB43HFp+xzom9sRKve2niJWVrqaD99NDWVoLvZ6uu1UB6KsW/M5V10wnfWlq2io3sfLjz/EgnvuIKYZB2W7dbQS1Qz6ZHdOe9xMay4Toii2OsGuZNIUxAwd5slTTwXMAvSYkgmUrlxBWelqXn7mCTZvaOFTfMav+XDUVcy7517iscwa82acbk/K8vHfO5k75y9kdcC9f2XdbvPvfuP42xPPEWhHZ7tyZwP9Rx1LY/E53PSlgXbcTNj5ZaIwxZRr7C6D/AGAKXea89xXfLa7gU3VASb/YwW3Ld3I8f/4JLUBv+Z1uG8GvPLHlOtt+uZrnrvjKna/8FcW/u5azvG9y4TNz+Kq384YexMLZ47hvok289jmMSTObE5AjR6UG8h3gcPWQbbb7Sxbtgy32008HmfKlClMnz6d++67jxtuuIFZs2Zx9dVX8+ijj3LNNdfw6KOPkpuby9atW1m8eDE33XQTzz33HN988w2LFy9m/fr1VFRUcOqpp7J58+Y2H7FYWFhYWBweAjGVsKqxvaIavTFVt+twHPoM/2Y/4uXLl7N2ewXPP/MUAIYrl5zcPCKqTn0oRp+ctouujVV+gjENVTcIxFSG5ruRRIGS409g1UfLDnmcdTXVlJWuztg5e/PFxWlFd+mqjwHIdihkOxQWLn4krdO56u1XCdzyByqaIu2+v6OdZt23put4nAeXKBiPp3dwJVnmxjv/0mrHsrhkAv9+8b/c8ONZNPr2d0E3rS8DzJuXX/zkUnRNQ5QkcpuT5E6+Go45Y/+Jjjsf3n2wzfE9+NSLACnaZV84TukeH55N7+Ff9zGUfw0z74Tx5zD3kxh8spKlP5mQkijYzIfb6pLJc82Iho7+2QupO777IIw/l5wty2i84G98XennZy+vS25+a5P573LGqB78+qRBXP63Z9jx0eNtvpdmnlnw98SrZ/ka+KTheoKBplb313WdnNy8Dp37u8Zh6yALgoDbbd5FxeNx4vE4giCwbNkyZs6cCcDll1/OkiVLAHj11Ve5/HIzpnTmzJm8//77GIbBq6++yqxZs7Db7QwYMIDBgwezenXnzb0tLCwsLA4dw4AsRWTb3qpkSEgzeXld84ty0qRJ3HLLLeR6vRANgKaCO4/Ghnqiqtau1VswquKPqsQ1g2BMJRDVkgEjHf1l3hFtZGuds0wWXLYW9mBlpatZtTy9SHdkZRGIquxritAQ+m4n8VX5o0RVneBB2vKVla5my8b1KesGDBnGv154MyUgpDYYY/q/PuOhT3am7Ov3H1DUJe5F/nH3H5IT6HRNo66mCnoNSy2OG6tMx4g2EASB0pUrGD3uOC7/2Q14BozmyufWctWLZWgG/Pri6bB7Legq7Et1NLn3g228+FUFhmGwYkc9W2uD3PjGN9zy3/1pc7Io8N5Vx/P2VZOYfdapuFp2q5uqYdlCJpccy5IrxvOzyf2ZMiAPAZg+vIB/nDOaz6+fwu9PG4rTJjGuaa35b6gFoigy++rr2bdnd5vvc9GCB1j6ctuTE5tvPv7XOKwaZE3TKCkpYevWrfzsZz9j0KBBeL1eZNm8bGFhIXv3mlnee/fupaioyByULJOTk0NdXR179+7l+OOPT56z5TEWFhYWFkcWVTd47K93EpCOS/NA7goXi5acNPUknnjwr0RDPkRPPiWTpqBpBo2RdMu1ZgzDYF2lH1XXicR1GsJxenr2d+s6+sv8mOMmsWndV4RC6ZrlZvxNmTtrLTuX+wdm/mVOCDsTTU1/1K4oClFNJ64ZbK0N4rRFGdXTk7bfdwFVN8zIaNvBPe0tXbkirQs/bsLkZOd4e12QZ9dU4IvEqQnGePzzcq6Z3A8xUbi2lKlIksSZM2cBsHfXzvSLjToV4hH46Amo32Naqp18FZScAyddCW/cA5s/ST1GEBg78QR+9MyX1ARi9Mp2sLHatBCc2NfLmd8bQ9HLb5la6YknsKTOS1+vA39U4z9r9vLBtjrmr9hJqIVc6MQBeVx/4gA+2l7PkO4uvFkKANfdegdTp51xwPdGYODQYRR6s/jxBLN2UjU9o0XbsNHFaesMw2DVhx17ktLWvwGA1R9/2KHzfNc4rAWyJEmsXbsWn8/Hueeey4YN6VnczXfpmTRXrU2cyHRn/8gjj/DII48AZppTRUXncsKPRmpqOm87ZGFifXYHh/W5HTz/v3x2y1as4oXHF8D1p6V4INtsNqZPn97p/3vb+txGDx3MFdfdyFMNMbqPGkfffv3YWV9LvRCiQkq3j9pQ5Uc3IBrXiOkG/qiKqunk5jnxBeGbr9aw5NmnOjSuPkVFbCj7ss19nlo4n/ETj2fk2NRu485tW9L2ra+pxFdbxYr338pYHAP07lNIuKGWurgNHQOnIpOrt14gH63fuUhco7KyCV9IpdDr4MDww6VbG9npi3LN+IJWzzFsxEgkSUZr0fns278/vtoqAO5+bw9fVoYAkEVQdVi1cRcj87OwKTKiKKIbBqIocd3Nv6Nvv374aqsYc2wJ7y9NfEfHzQDFYVqfbf4Uvvqvub6hwiyQT7rSXJ7+S6jcAk01IIog2RDOv92UTGB2+hsjAS4v7kZxjyyGdXPgq62ib79+9O1nWqb9ypQME9N08pUCHltbi79Fd/3hM/oyJM8Bup8Z/RUglnyvAH379eO6m37H/HvuxNB1FMXGsBEjU/ZpjbIvVqWtMwyDLZvWZ9i781Tu29OhcbSFrkMwrlJR0frN75HmiLhYeL1epk6dyqpVq/D5fKiqiizL7Nmzh969TQP4wsJCysvLKSwsRFVVGhsbycvLS65vpuUxLZk7dy5z584FYPz48Rn3+S7yv/I+vg2sz+7gsD63g+f/h8/uraVLwZljpui1KJCnTp3KjBkzDuqcrX1uX763nEfvvxt12g3sVvuze9cu7IUjcOU56d27W8q+mm6wO5ZFTTCKbjMwdLDZNUZ0cyXlFR++905KwdUWxeOPp7ampg29soBxyv/x5TdbmHzK6Slb1AzuBwOGjsDbvQdTTjmdxx68P+MZBw0fzYC+fagNmkVCbrY97X0eyNH4nfNHVLQmGaddx9st1d6tojHC31aZ9nfTx/TlmD6ZU+8mn3I6vYv6pgRz7N61E2/3HlQ0RlhTuZlThnSnh9vOOaN7cOFTX/J5rc5N720munwtuqoiShI3/ekvqZKMwgnwy5/Cx0/AifvXU9ZiUmWgFj57HoZMhs9fgmnXw0/+nTK+5t52SWEOPxzRgy21QX56Qj8ccvsd88t69OLSSUOpaIrSzaV06BiAS666jjHjj0/za26PveWZJ5QezOTUTOR4c/F273FI59B0AyGq0rv3oaXxdSWHTYNcU1ODz2fOeAyHw7z33nuMGDGC73//+7z4oilsf/LJJzn77LMBmDFjBk8++SQAL774IieffDKCIDBjxgwWL15MNBplx44dbNmyhQkTOvalsLCwsLDoWko//wxcCR1vcL+U4J133mHlypVdeq3XX1iMGo+ZmktPd/74m+vYuX4NaotQAVXT2VobZPXuBoIxlaZIHH9EJRLXkhPzmulMPG9jQz31tW10aMf8AIqn8akrXas6eOSotHXflK1h/rw7WP72f1s95TP/epBd69cQ13QMw6AporKhyo96EOEo3yabawLYJYGBBxTHW2uDzFz0RXL5g22tRxzPn3dHWmpdFBsvlu3jhTKzA3zD90z7sIHdXIzq4eGp0r2ENdBP/DH0GIyuaWxaZ0pqQjGN+z7czleesebJTrzCdIR46+/wyh9g3wFJip88bdqarX8fNqZLCAa4BVb+/AQWzizmrFE9+OVJAztc6IL5JLxPjqNTxxwslXv3HHDtri39zjjPlK8YhnFUBn4cLIetg7xv3z4uv/xyNE1D13UuvPBCfvjDHzJy5EhmzZrFbbfdxrHHHsucOXMAmDNnDpdddhmDBw8mLy+PxYsXAzBq1CguvPBCRo4ciSzLPPTQQ5aDhYWFhcW3RF1dHbgSwQUHaJCXL1/epT7IYnNx21QNsp2dFVXc8ZOZ3P/MEk4adAal5T4MDKKqTjiuUxuMMaibC0USU4roZjJqgzMgSRIlk6bwxD//nrb++2dfzMd7w8RHnoIO7AoKBA8Ia/j5zbfzk5ln7E9TA6r3VbBowQNtXldLpLtdXFyCXRbZVheiKaLy5d5GJnxHvJF13SCumX9aYhgGt7+9iZhm8NtTBrN0YzXvbq5hcDcXq8t93H7akBT97FuvJpwbRAmufQ4+f4kdQ3/IG8vMJMSTBnZL0ZZfVtKHW/67kT6RPexxFMIl9wGwxV/G+L9/nDrIN+6FCTOhdAlsWN7+m/rv3xDeup/L7niQiL+R0yeP63D3tispK13NVRfNMO3nBIEBg4dy8ZVXp3TIM+FwpjqiSLKEGu+6m65gYkJklT9KQzjO8AL3UR0A0lEOW4FcXFyclogEMHDgwIwuFA6HgxdeeCFtPcBvf/tbfvvb33b5GC0sLCwsOscpZ53H4s8Scc0tJBaSJDF16tQuvdbs2bNZuHAhRmNC35jTE23fRt56+TkmTZpkRl7rBo0RlWBUY2CeM9kxlsX0X9AHdtJao7hkIsUlE/jeqdNT4oV/cNb5rB9yFtH+iYJj/ftER53C/R/tYMm6Sq4/cQCXlRRSXDKBm//0V5597GF2bNncylUyk5Obh0Mxm0CCAL5wHOdBTnT7Nvhyr4/GSDzt869oirKpJsj1Jw7g3DG92O0L8+XeJv7wrvn59M/LYs6Evsn9vd5uVPtjcPyFINtg0sWs9xmUFObgVCRuOGlAyvlPHZrP5P55bCn7gp/+5XH0SWbKYZln/wS1208bymM3zqZ882rY3HHv3u4FPbh34aJvpShuyZsvLd7vzWwY7NiyiXm33MCeXTvbDCC5+MqrmXfLDcnlLIcTf7yxy8bVGFXZ0xgmENUQRYGYZmCXv/sF8mGTWFhYWFhY/G9hGAYTvn86uLuZASHJ4AAYOnRol6foNV+ThoRzUa6pt62vraExouKPqPjCcRojcaKqliKnOBQGDh0GwJ3zFzL9nAvJ8eYy/ZwL+f39D1MeSfSVtn4G7z4EwJJ1lQA88PEO4ppOWelq/nL7zZ0ujgGeWviP5Ot+uU584TihmEZpuY8vyhuIdCIk5UhjGAaqZlqv5SYcGJpZs9csyCb1Mzvhl4wrTG7r6bHz8Ke7OHXhSlbtauBvy7exefqfzZjm4tPN9LcED5w9ivvPHkVhBp9op01i7PiJ/PvGK/mZ/Dm3jlU4Y0QB786dyBe/OJGzRvWge1bn+4InnXbGt14cA61Gby9aOJ+y0tbtb8+75Apuvet+jv/e97n1rvuJREJdOqx+w0YlrRRlUWR7XduuF98VrKhpCwsLC4sOoeoG7776vFkgh3xg7H9MO2zYsC6/3qJFi8wXTdVmQZ4okH319dQF42iGjq6bwbe9stsPKenZp7Bd31dJkjnz/FnJ5TvnL0y+/mh7HYakmGlkiaLNu2MFvgFTmD48n6Uba/hgax2lLTt9naSl7lYWBVRdxx9VyXbIRFWddZVNjOmVjf0IaFc7y66GMKG4imEYyS54M2v2NpJtlxnYzQlAd5eNR2aa3d1cp8IFi0rxhVWufWV/4AWxsKkPrtjIDX+6n/NnXZJ23kwUl0xIFrTnHbBt4NBhrFn9acbjBEHEMNKlB80Wcd82Z86cxUv/eSI9StswePOlxW0W8eddckVSivH3O28jHu86t4hwkw9ZFBAFAVEUkvKKDVV+8t12urtsXXatI4nVQbawsLCw6BANoTgb15aCOy9FXgEwffr0w3dhXYPGSvCaBXLFjs0UuGx4HQo9PXaGFbiTnrFtkeNtX8dbPH5CxkLDMAz+u6HajNfetV8+mPv1q3zxixO59ZQhAHywrZa6mo5PBszEGRNG8dOZZ1JWuppe2Q4icY1dDWHqgjFCMZ11+/yUlvvYUmP67sZU/VufHBVTdeqCMQJRjWEF7rTtayuaGNsnG7GFNnVcYQ7jCnMYkOfk8+unsOSK8XxvYB43nzyY2dJX8PAlsPcbRAFijbUdKo7b48zzZ6HYMhdsmYpjT3bO0dE9xiz8h44YnXFbXXU1jz94X5ud5GZO+sGZHbregMHt3/TKio0xEyYjSyKiKCALphNeXNMRRQF/O9HaRzNWgWxhYWFh0SEeeOhhdmxaD+7u4K9N2ZZpzsmhcuyxLRwiGiqSHeRIOITHIVPgtneoMAZzgtPH77+dXJYkiaEjxqTtF4ukd35fXV/JcQ+s4L0ttfT2bzML9gT9Bg0GIEuRuHx8Ie9urmXbwI7fLNhs6ZHD1ZUVrFn9KXPOm86u9WsY0cODqulEVI0qfzQZoe2PqERVjbJ9jcnH2qXlPkIxsygJHMHiJBzXiGk64biWUgSD6SCxuyHMyAyFczOCIFDozeK+GaOYWdyLqZMnYFcUJElCsdkpmTSlS8ZZXDKBvy18EqfT1f7OQN+Bg7rkul2FvymzdvjD95by0L1/4qqLZmQskstKVycL6GYJUVsIgsjv/jKfx155m6EjxuDyeBh1TEnKPsOPncBtjzzPiGPGIwmYf0QBAYGttUEkQSCqakTV75YLSzPtFsgPPvggDQ0dm/lrYWFhYfG/y7OPLTBfeLqZXrEtqKys7PLrpRTdLQpkNR7vUKesJW++uDgloEPTdY4/6eS0/c6edWny9cbqALXBGHe+uz/44zc/PA5JNotySVaYffV1yW3XTO7Pj47tQ3lWX+g/rt0x9Srsy6//cHer2w1DZ9HD8wEYVuCmd7aDqKpRH4pRF4rhi6h8va8JVYOmiEo4rhGOa6yv9LOpOsDGan+7Y+gqttQGaAyraBnCvdZVNmFAp1IBi0sm8Kvb53HcCd/jV7fP69Iu7sixxzJz9k86tO/ZF13WZdftChxZ6dpraPY0NojHorz50uKUbWWlq7nm4nN4+G/zuObic8jJzUOSUxW2B1q/SbKUlKr85+2P+HD9bqb+4AxMQZN5Q1M8+fuMOOY4FElEkUQcskSWIqGIArIkmn9aaJJrgzHqv0MR6u1qkCsrKznuuOMYN24cV155JdOmTfufsO+wsLCwsOgc8WgEbFlgd4G/dQ/bw4Kvwkw9c+ehB+rb1VweyPYtB/jcGgZPP/IP0yoiUdRJkszg4SMB+KbKz+xn1yZ3//eFxRzT2wy1+NcLb2QMa5BFgZ9P6c9ra7YTOPNG2PklvP+w6bebgZ59CpO60NYcL2qqzRsPURDIdih47DKba4KJiGKzi9wUVclxKJRVNFEViOFURGKagW4YVDZF6NkBffahoGo6UdXAF4mT40jv6K+taEIAintld/iczRMd1XiM0lWfMnj4yC4rkr/5ag3PPvZwu/t5PDntWqgdaXr06sOOA7/LB3Dgd7105Qpi0QiGYRDTozTU1/OTW/7Mv+/6LXoilU/TVLQWnd5MdV5Obh7NMwUNw8DjzUUSwC6J2GQRVdPJUmSCMQ0DHUUUMAwBHYGaQJS6UAzDgDznd0OT3G4H+U9/+hNbtmxhzpw5PPHEEwwZMoRbb72Vbdu2HYnxWVhYWFgcJXiyc8wJepDWQT4cpEksIKlDbm1Gf2tU7t0DRWNg8iXJdbqup0x40jSVN19aTEzV+f1b+4uM44pyGNvB4k6RRM7KqYOmKhg2Bf7vGfjla+aNhad7yr45Ofs10a05XvTtn/qIXxAEhhW4GZbvpofbQWNEJRTXqAvFaYqoROIq9aE4gahKlT+aKKQPL7sawsRUDVXTU7yJwSykPt3ZwJB8F257x30Bmi3NDCNzV/RQeO7JfxOPpXcyRTFV4/zAoufT9vm22b55Y7v7HCgT8jc1mW4wmE8l6urrOfX8S7ntkRf40bU3ceuCxXi9qYmN2dnpev3GhnpadpD9vgZkUcBtl8lSRLIUGUUSsCX0yIokJHTJIvXhePK4PY1hNN28eTua6dC3VRAEevbsSc+ePZFlmYaGBmbOnMlpp53Gvffee7jHaGFhYWFxFKAoiqk/hrQOcs+ePbv8emkSCzBlFnvWMWx0ceaDWiGCBBf82VzYvAJqdyErCuoBs/kr6gOc9+QXVPqjXDdlABeO7YXcYmZ+8+PqeDyGoth4+NklKZ3NstLVvHzXDQixKBxzBsbUueaGa58z/376Bqg2G0zdCgoA+Puff9/quBvqW0/zE0UIxTUG5DrZVhfEMAz65znRddjtCyOK0Bg+/DrkqKrTEFHp4UnXU7+5oZp1lX5uPnlw50564A1QF81BLCtdzSfL309bf+zEyfz85tt588XFIJiT+bqqY63pxiFbEFY2RcxCNDsHKiva3LelTAhIu7lYsewdLr3hNo4dP5FTTjqR2mCMUeNK+Oid/SmPY0rGp53XlZ1Lyw5ytjcPe0JWMazAhaYb7KwPY5cFYppZKEdVHUMUsAkicV1HRCAQVdkcCSAIAg4lTn0oRlTVKfAc3icdnaXdDvL8+fMpKSnhxhtv5IQTTuDrr7/m4YcfprS0lJdeeulIjNHCwsLC4ijgzAsuMfXHkDJJTxRFZs+efXgv7q8FNZbUIX/6wXsdPnR9pZ/I6DP2rxh1Csopc1F//hJFo5oLAQF++Rorh19GpT/KbacO4dKSPjgUKSXhrXTlCqLRCLqmEYtGKF2ZGjjx5kuLzcfZuo741VLmSF/Sv/pz8CcK3dOvh588CqNO5ZjTL2T83z8mdOZvzTAMe/rEsaEj274RGJbvxiaLDC9w47HLOGQJp01ieIEbTTOIafph9U4ORFUCMZVQVE17dK5qOv/8dCeje3o4b0znbqDOnGm6TQiCgGKzdZnV2psvZu5E5+TkUlwygVvuuo9b5t3XZcVxIKqy9RB9gXXDIBDT2NMYpldR/3b337NrZ3JC3kvPPE5dTVXKdlGAbLuM16mQpYhk22VOufgqJMnsmUqyzEU/ubZF19lgb2OEnfsqkzeKgiiihZrIsokMyXdhlyWcNplhBW4cioTLJuGyyQgCyInJe7IgIokCkmjqkxVJpNIfIabpHI3K3XY7yLW1tbz88sv069cvZb0oirzxxhuHbWAWFhYWFkcXUd3YLxMI7u8gT5ky5bCEhCST9AwDMMC3LymxaNbmtseGKj+XL14Lo6ZBxQZweKDkHJr7xuXTfg/TUo+58fuDOGd05oLO39SUlGUYhsH2zfulGC8/8wQvPf14clmUZE6YPAnfi4vZ+a874Ud/g56mHRzTrmNJtRNohD4j4boXzfXzLwB1/yPyD956vc2UtGYEQUjzm1USHbzGiNolFmmZ+KqiifpQLKN84su9jVQHYvxm6qA0Z4v2KC6ZwMVXXsMHb73O908/q+sm6bUyjOZufldhxi7HcNtkFNH8OdjlgzMO21QdoMDjIBhT6dGjR7v7P7VwPoIooig2+gxKd6w4b/ZcnDYJURAY2zub0j2NjDx2PH9+4mU2lK6if/FxeAaMYmN1IHmMIomMHn8CS2zzUdU4iqJw/JQTcSpmB7kZSTQ7x5JDQBIE3DaZiKpjGEbyIYAM6Ia5r2GIaIaBILT6o/nWaPen9cc//jGtOG5mxIgRXT4gCwsLC4ujj7im88ZzT5sSi6APtP2P7keOHHlYrjlp0iTOPvvs/SuaqsGTD0DJ8R2z/Xpzg+lJPMC3Ht76O2z7LLmtTyQ1ejq/cRufXz+FC8f2bvV8patSO8ZLlzxPWelq5s+7IyXOF6Bn7z4Ul0zY3/18/S6o3AJfvmaea08jV4wvRAy0kKsMPSHlHOU7t3fasaOZbk4FfzTOHl+Yr/ft16F2FeUNYYIxjUBMTSmSmvm8vBFJgAl9vZ0+98vPPMGiBQ9QvnM7ixY8wMvPPHHI4wVTOnGggwPAsFGdk+y0R30ohk2SCKkaTptIuS/coeM03Zxc2RK7LJHjkOnhtjPjgtZ9nJsxDANd04jHomk2guNP/D4Xzr6SkT08jCvMQZZERvf0kOtUOPGEE/jJz3/J2PETk4EfDkXCm6WQ57QxefIk/rrgca78xc3889kllBw3MeONT0mRl5E9PAzJd+GyyTiVROcYkAUBWRSQRAFRIBkwIgkiXRSE2WVYPsgWFhYWFu3y8YpP2PpNWZrFmyRJh1VekRJA0lQD2WaB7Mluf9Kcphu8t6WWobYAOx67xexAf/oMffzbuP20oQy3wTOHAAAgAElEQVTe9ia8+Vd44Hx46heM3PNeuy5N+QXpneV/3PUHFi14IG19VYUZkV1cMoHcvIR39H9+Bcv/jW1vGT08dn56fD8uENfBY1ebbheFo9LOc6CMo6PkOm00RVXimkFjOM6XezJ76B4MtYEoVYEIUVVD04yMaWmle3yM7OHBZet8aO+ypa+1uXywFJdMYPrZ56etNyegmWys9rOh6tAs8uyyRLZDxqXIuO0yeqJ/GoypqFrrvsBba4PsbYwk4tN1fOE4Nlmg0Oug0OvgR2eeysOLX+P0C9u3n9N1HVlK/T4X9e3HoG5OXHY5+V132c1x2mURuyzSw20n32Un320nz6lQ4LHjscvkZMmce9qJ3PenO7j4zFM5tk8OJUWZb37cdplsh4Ikmud3KhKORLfZJotmoIgAsmR2miWBo66FbBXIFhYWFhbtsvS9ZeianggJ2d/xHFdScljkFcnrLl26f8FfDVnZyM7sDgVHrK1opDYYo3p5CzcCTSXyyt2cNaoH3bsXwKaPQItDzXZzuR36DkyfbPZN2ZcZ943Fosnub++i1CexQza+wptzJmCXRX5z623kijHY+w30Tn8yeyghGYIhUOGPUBOMJR91HypxTWdnQ4hg1AyBGNEj3d84GFNZX+lnfCsFVHucPH1Gm8uHwpDhqU88ZEWh+/BxbKjys7shjCJJ2A4iyjsc1zAMA1XTcdpEvFkK3iwFpyLhUmQ2VvvZ2xRJ0ySrmp7sHMuSSDCmUumPsrcxQlUgiteh0DvbQd9cJw5FYtYZp3Db3ffzw1mXtzumzWWpAT5N9bUZJ1Mqkim3GF7goU+OA49dpptTwanISIKALMH4olxEQcDjkMlSJMQOtHxH9vDQy+PAoUh47DIum0S2XUaR93sni2Iiorrdsx1ZrALZwsLCwqJdRpZMQhTFtA7yT+bMOazXrahoMWO/ybzulbe0HRzhj6j8ePFarnrxayQBohs+TtleV1tFWenqg5oItvmbsrR10UjrdlXNDgIHOgscuKzYbVCxCfIKTZ10C1548tF2x9UaA7o5CcdUQjEVX6KLrB9iLPWO+hC1gTh14XirKWnvbq5FM2B8Uc5BXWPw8JGIklmkipKU9KduiaYbqIn3srHa32ZntiWNjT4E0Sx/BEHg7AsvZdgx47HLEoZgSlMcstihmwnDMKgLxjAMg10NYTbVBNhaF8SpSMiigEMRKfJm4bRJOBQZr0NBEkUCUbOTrGo6W+uCbK0Lsqk6gE0ybdMcikTPbDu9PHacNinlyYbLbnZ7z77g4nafeMRiqZZvQ/oVZjympMiLLIl4HDL98pxIIvTKdjCyp5tj++QkPcA7i8suU5SbxYA8J3ZZRJYE7LKIyyaRJYs4FBFJAMUqkC0sLCwsvoucetKJ/PjWu83iLeFgIUkSY8akxzV3JXNaFuAJJ4jHFz3dpi73+bIKvq40H5Fff+JAFNILp+agkYXPvc7//eY2Fj73eocmgnW2k9k8ie+8S67g1rvu5/jvfZ9b77o/LYCiZOIUKP/KXBh4nOlqkWDpkucPWoMriwLDCzwML/AQScRBf1XRxB5fuMMF5YGE4xoNkRjhmMqgbs607Z+X+5j3/haG5rso6XNwhdWbLy1G10z3DV3TMvogb6kNsq02yIYqPw5FJtrB93NMyQRsNjuSJGGzOzhz5ixsokjvHAcFLhvuRAG6tzGS7Cq3RkVTFF9EZWN1AIcs4rTJZtfYJnNMnxyGF7jp7rLhsct0dyrkZtlwKhIV/gjb6kNsqw+hSGZXNdep4HHI9PQ4cNvMMXgccsYufHGvHC6bcSq//s1vOviJmqR4i7dBgdtOd5eNbIdiehlLh1YuFnjslBR5EQUz9MapSNhlCbskmQl8B9wEHA10XhhkYWFhYfH/HVWBCFmFQ2AzkJhUZgDLly8/rBKLuXPnEtd0/nz3vexrMAtzNctL6coVaQXtv1btYummGnY3hJnY18uD545GEAQWaulewHXV5uS95jjdjnLeJVfw7GML2k0za8bXsF+Oct4lV7SazDZw6DBY8oK5cPov4JSr4dnfQO0uwNTgHmqqW1w3qGiK0ifbkdC5mgWuIJia2Y4Sipm64yHdXRkLp9e/qcJlk/nXBcUZt/sjKnsawxmlGc3U1VSnrjigmRvXdEQRbKI5Acxtl6kOxBiQ135ZM3T0MTz4zCt88vFHDBt3PIPGjKMhHCfHIWNgFofbaoPUh2Nk2WTCqkaVP0puloJNFtlSE8Rlk2iMmF4ofXIc1ARJTGiT0XTIdshIopl+COaNissu0d1lJxxXUSQBAQFBMOUNDllKWKBBd5cdQQCPXW71M7IlHDHuveceBg8axLXXXkv8AE/vTKR4i7dB39z0G5+uIDfLRq5TwR9RqQlGMQzwOMyAkfhB3rAdLqwOsoWFhYVFu6z9fDUL/vInc8FfiyiK2BQbU6dOPezX/r+rr+I3d/8DmxoCXUP09kjT5e6oD7Fw1e5kt+/Sceaj5LLS1QQD6ROuDsXWK9P5WqPfgI4FZJRMmoLd4UBY9awZiqI4YPy5LfY49O5an2wH4ZhKpT9COK7hj6isq2xi3b6OvZ9ttUEaw3H8UY1e2Y6Mxa+mG3yyo54pA/JanZy3pzGMIolsrM583bLS1XzywbvJZUlW0uQvW2uDZCcmguVmKdhlkaiqEYlrhONaq97PNYEoexrDOPqO5NRLr2HA6HGU+8J4HQrDCtyM6ZVND48duyzidSi4bRJum0xjNM72+hAbqvxohoE/puK0mxPw3Haza+y2S/T1OnHZJIq8WSnXLSnyUlLopX+eE6dNppvLhsdhOkRkJwrEXtl2xhfl0j/PyeieHoblu9v8eTQzd+5csjswafVoYFB3F3lOG/3ynIwvyk3cnJkT9WTx6CpJrQ6yhYWFhUW7rP50Baoj8bg8UMexk77Hrb/7/WHtHjcjCAKjxx3HP595iV+s8FN8xgUpXd8vyn3c8c5mXDaJhTOLccgi/fPMDtjtN1yT8Xxnnn/wwRN2e8cSvwRBZPY113Vo3+KSCTz87BJKV67gtefvpXzQNBh5MixbCLEw69eW8uufXEpNdSVnX3TpQXWTmwNEdjWEqfRHyXfZcNokVF1n5c56+nqz6NOisNtRF0LVdYbkuykt9xFJuCo0huMMzCCtAPi6sonGiMqJA/Iybi/3hREE6OGxUxNIj3sG07VDVc2uvyAInHPRpcmft6rpaIbpy5ubZUMSzS6smOiC76gPYZMl4prO8AJ38hiA2mCMxqiKLJoTxLxZClmKRH0oRpZNQmlR8Bf3zmbt3kZU3Uh6GMc1nahmtrIdsoAiSXjsUsqkt6LcLIpyU4vjZpolBGN6eagOxKgJRBnU3UVuloKmGyk3HM5OOn90dPLlYQ/06SSFOVkYQEVjhENUcXQ5VoFsYWFhYdEuzmwvuBJFT6COsSdNo2jEMUfs+oIgMOKY4+hV9im7anyUla5m0Jhx3PnuFt7fUktPj507fjA0WRQBzJ93B+U7t6ed61CT0tzZbetqnU4Xw0aP5ee33N6p6zTLPV7+z5PwzTIYOx1OuBSWP4q/qZHl77wJwPq1pQCcPG16W6fLiCAI9M9zsscXpiEcJxzXEsXZfsuvUEyjV7adulAUTYfSch/huEZdMEa2QybWxqPwZVvqkESBSf1yM24XBYHuLjtuu0QgKqIb+wvQZk/dnNw8DN28hmEY9Bw8kg1Vfoq8WextimAY4M2S8ThMVwRbIpWtPqRik0Q8don6UJwNVX68WQqNEbPYlhMhFrJNwmWXcSgiTpuIQ3EgHaB/VSSRcYVe/FGVLTUBnDYJTTeIqTp6IvTCZTPdHPrmOjslSXDaZPrnyXRP6J2BNDu2ztKRAjk/P/+I3NB2hp7Z5s1md5cNf/Twx6J3BqtAtrCwsLBol0ZfPWR3h3AToq4SamrslG71UFFEgfc/XMG2Lz5BHzqFq669jt5z/squgFkYLJhZTJ+c1M7uW6++kHaeYydOPmQt7+SzLmJDWWYtZ6/CIl7/NN3potPs2wTbP4djzzLlFu/8I2Xzs48tOKgCuZneOQ421wSJxDUEQUhE/QpsqQkQ03T2NUXQdKgORClw2wnGNIJxrU2ruEhc4/Vvqvj+oG54HOnlRU0giiIJ5DoV8l12GiMqm6oDiaJcZUh3N5IomJ7EgmAmFgoC9XV15GQp7G2K4M1SMAzDtFBzKMlura4b5DhkchxyMnCiPiwQVXUcsogsCmTZZGQRNE0h22VDEGBs7xwkQchoWSaJAt4sheP65qImJjcqiUI2rhnIokDfVrrFHSFT+uDBMmbMGD766KM29zn//HT/56MFRRLTosq/bY6yhraFhYWFxdGGqumMHj8ZIbsA/LVIssKEyVPon3fwxUFnscsSH77xAnrU1BjHL/oLuwIGA/KyeHPOhLTiGMDr7Za27uc3335I4/CF45z7oyvIyeuecfspPzw34/rOMGxUwhnk1T9DNAijTzPt31oQCXUsma01REFgeIGbET08eLMUBnVzEYiqRFSdhlAcVTdoCMVpisSpDcaIazo5dhlV11O69C15b0st/qjKBWN7ZdzeEInjssmM7Z1NvzwnDlkkyyaTl3B92FwTYGO1n2xvbjLOG8Oge/du5DhMP+HcLIXuLjsOWUr5mYuiwNB8F4okYJclPA6ZAreNotwsvFkK3d02crNkPHaZfJeNUT09jOrhQZHEDvn5ypJISZGX8UW5jC/KxWmTGNHDjTdL6fyHfxi4++67kRK2eK25QRxt8oqjHatAtrCwsLBoky21QTTdwHDlJTyQzeJFPoLZsPXbyvhgybOw7l3Y+w3C3m84pZfI85eVZAw+ABhTMj5luStspBojcXp4bMy48EcZt5eu/izj+s4w++qEbtnQ4Zlfmq+v+Kf5RzSLIE/OfpnH/Hl3cO73Spg/7w5efuYJrr30vE7ZwvX02JFFAd0wqPJH8YXjhGIqwZjKsHw3TdE4/phKgcdOkTer1c/xnc019PLYGdeKtZtNNP1vm588OGSJ7k4Fl12ih9uOyy4jiyIL/35vynGLF9yPy2YGTdgkMZngdmBhm+u0Ma7QS3HvbPJddpyKxJhe2Qzq7jIDKQSBcYVeCjx23HYZ1yF0cMf2zum0TvhwI0mmVVpzodwSt9t91MkrjnasAtnCwsLCok1CMY21n30C7m7gr0NTVco+//SIzjp/+IH7TV/cfRvhuZsZUvYM91x0QptF74ET8QzD4B93/eHQBiII9Mp28MRDf+fGG280w1NasHfHVtNFQc3sotARiksm0Kuwr7ng2wdvJ2Ks8wrhF6/Aub9nX++JfLDTz/x5d7BowQOU79zOogUPMO+WG1j10QfMu+WGTnsn//dff+Has07gpX/eQ0VTlJiuIwgC+U4bWYkCszVnCl84zme7fZw2ND/jzySiathkMcXdYWzvbJw2id7ZWdhlkQK3nTynjfqaqpRja6v2UeTNwm2Xk1HF7dEvz8m4whyyFIn+eU7TRaLIi3QEb+qOJMuXL0fTzCQ/wzDweFLt4Xr1ytzVt2gdq0C2sLCwsGgTt11G8eRCVjb4a9F1neycXI6kr//XX3+Vsrx5w9dthoUAbN34Tdq6nds2H9T1N1T52VQTIEsWiakGoihwzz33pBUehQOHsKshxK42wiU6wo9/dsP+hfXvw30zYOtKc3nAePzFM/jzin0sfuqx/fvJNijaH9zy+EP3d/h68+fdwdML5lNVvpMljz/Ek3f+Ek+iGM512tJsyw5k6cZqNN1g2rD8jNur/TE8iTCM5HAlkeLe2fTKtlPgtuOQRTwZurqKotDdZSNLkVp9WpCJoy144nAydepUbDabGX5is1FUVJSyPTc386RJi9axCmQLC4sjyr6mCIGjbLayRds4FZFAJBFZG6hDEEWafA1HVGLhzEov0N58MT1drSXPPrYgbV3/wUM7fE1V0wnGzO+q0y6T77KT7ZCT2uubbrqJvXv3phwztuQ4smymFGCPL9xh+60DOe+SK7DZDygGX7vLLJTffgB2mzcMsZl3m9KL3D5w+g1wwZ/hxMth5MnUhTvexX7lP0+kLL/76gvUbOnYZMOoqvPkF3s4tk82Q/NdGfcJxlSUhNtES+yyKQsoys1iXGEON825cL/+OMEFF1yAKAoU986mm+vomsh1tDBp0iTef/997rzzTt5//32uv/76lO1zDnMk/P8iR5eAxsLC4n+WmKpjk0XKfWEkQaCkyEtc09N+YVocfUQ1nd4jxsFGHTFYj2yzMe74tuUNXc0vfvELrrrqqpR127dmTrMrK11N6coV6WlswJhjj+vQ9QzDYGtdEEEQMAyD7i47uU4Z3djfmXziiSfSjtu+cR3dshT8UZXGiEpDOE5ulnJQn1WPXn0y2tSx/n1YvwzblQ8R65boFF7+YFKfzHGmW0Es6OPaS8/nwadf6vS1wbwB6YhN3dKN1dQGY/xh2tBW36ciiWlWagciCAKffrQ8bf2oUaM6NN7/35k0aVJSZ9z890svvcT555/P3Llzv82hfSexfjNZWFgcdnbWh1hb0UggqqJqpu/prvoQX+5pJHoIWk2LI0NdMIan90AACjx2fnDhjzn2uIlHdAxz587dr8tNEGvuaregrHQ111x8Dv/8659p8jWkbV//9Vcd6uruqA8hiyI5DhmHLOGySeS77IzuuV/beaD+GODyiy8yJSmSiEORqA7E2FRjTnKsDWYOxmiNCSec1MZWA/XlP8KKp8wwEVEyI8Cf+D9oqjF3cXlZ9eknHdIijzqmJG1dXW36DUYm3tlcQ58cBxOKvBm3b6kJ4rRJSYu01pg2bVoyIKQZURSPSFrj/yJz587l7bfftorjg8QqkC0sLA4rgahKlT9KOKaxsdpPWNVoCMfZ7QtTH4p1OObW4tsjGNNY/ompf63cuJY3Fj3M0uefOuLjuOr6X6Usnz3r0rR9SleuIB6PJYMmDmTsSacTVVsPugAzLjmmGYkIYRuF3iz65Trpm5uV4lzQs2fPlOMKCwu55uqrKCny0s2l0NNjI8chI4sCm2sC1IdjnZIXnTlzFm0JvXVfJax+Ada+acovXrgN6vfAv+fAy3eYO/Ua1iEtsr+pMW1dxe7d7R7nC8cpLffxg1Ym5wFohoHLJrXpGfzII4/wzjvvpK2fMmWK5b5g8a1gFcgWFhaHjZiqU+4LUxuMEYprxFSDxoiKLxyj2h+lMaKiHaRG0+LIoGo64bjOuo2bIRIA1ezaZtL3Hm4+evuNlOU1n61M26dk0hQEIfOvtpxu+Vx8+ZXsqA+hG4b5REM3aIzE2VwTwB9R2dUQYmtdkB4eO94sBbssMK4wh6LcdHszmy1VD9u7d+/k66H5bhyyRIHH1C1n2WR6exzsaQyjajo760MA6IZBOJ75KUpxyQS6dS9o/4MBcwJfQws9dMVG0yaucBSRUKjdwyt270pbt3nD1/zuuqtSbOQO5OPt9WgGTB2U7jkNpj65OcEu3936BLtf/vKXGdfv7kCRbmFxOLA0yBYWFocFf0RlXWWT2T1WNXTdTJ8KxzSGF3jYUOVHEMwiWteNDpn1Wxx5NMNAEgViitt8hN+8PpYubzicrFy5kmXvvZuy7qP3lqbtt3XjN2hqPOM5hhWXkJulEFV1NtcEsUkiMU3DY1cwgL1NYVw2mW5OG9kJacXwAnerOvk5c+awevXqlOVmsh0KJUVe/BGVDdV+XHGdLEXEZZPZWhdEFsXEvwEBUYRsu4IvHKPIm5VipZbt9VJ3gO1Zh4iFoHoHFBXjrf2yzV1/d91VNNTXZty2dMnzydeLFph2c9fdegcAe3xhFqzcycBuTkb0yBwesqM+RA+PHXsb1mw33XQTwWCwzTFaWBxprA6yhYVFl2MYBhur/dSH4kRVHV2HAXlO/FEVbyKCdliBmzynjUBUoybYuUfPFkcOwwAMsOX1SimQxx4z9oiOY/ny5WnrVDWepq9dtvS1jMcLgsjFc3+O0yaR45ABgzynQpZNxh9VcSoSiiTRzWXDZZMQBeiT42jTc3fu3LksXLiQH/zgByxcuDCj1tPjMJPjXDapRVdaIs9pQ0l0VQtzsoioOg5FptyXag938ZVXt/fRtE55GRSOYsfQs7nx7n+0utu7b77S4VM+9/jC5OsHVuwgGNP447RhiK3IK+yySLZDprANm7jHH3+81W1eb2Zds4XF4cbqIFtYWHQpoZjKhqoAoZhGUzSO16FQkHi0ahgGBQkfU1EQyHfZ2NUQZo8vjKobDMhzJrdbHB3ENJ2oqiF6C2CHafslShI3/ubGIzqOqVOnIkkSmrZfjhCNRJh3i+kXfN4lVwBw8vQZrProg7Tjp519PpMmTaLIm0UgquLNsuGyyThtEqGYGWKhGwYOWWRgN5eZ2taBQIq5c+e2OwnKLkuUFHkxDIN9TVHy3TacioRNEnDZJQQECnMc6IbBzoZUucV5l1zBms9WpnRyO0zZ23DsD2HYFJYB9aEYec50mzRN7fjNaTQaAaDKH+WjbXVcMq6w1ehpAEkUyHEo9MpOjwJvRpZbL0Wi0SP7pMLCohmrg2xhYdFlxFSd9ZV+oqqOLxIHg2RxDDCihyel0/T1l5/z4r//wRerV9EQirOzoX2tpMWRZVN1gKaoSlMMhIDpCiEIAkdaEDNp0iRmzZqVcVvLrvGeXTsz7lNVvpNB3Zy47TLZDoUCt43eOXaO75eLN0vBIYvkOBRskkg3l61DxXFnEQSBfrlZDMxzMTTfjdNmdpJLirxM7JdL72wHTiU9JvjO+Qu59a77GXXMuM5d0FcBi66D1+8G4I1v0l0pXn7miU57NS9++kkWrNyFZhiUPf7HZBc/U8y1LJrFf1u43a0X2MOGDevU2Cwsugqrg2xhYXHQaLqREt36VUUjqm7gj6oEohoD85ytHnv5jFNZv7YUgOf+eS9/ePQVpn7vBPY1RdrsNlkcOSJxDV9YpSEcwwBoMgssTVV5+umnOOGEyUd0PDU1NRnXnzx9RvL1W6++kHGfvoW96Z64WRua7yIY03DZzJCKY/rkYBhG0vP4cNKzxXd7SL4bl21/QVzozWJrXZDGSJwch5Jy3HmXXMF5l1yRjJbuMA17oWEvrsZyHvoELivpkzLZsDVJSls8sKcb8doq+Oot1r6/hLXvLeFvd9yS7C6v+ugD1ny2ktvvf5gsRSIrQ9HfzE033cSWLVsyblMUhRtvPLJPKiwsmrE6yBYWFh3mi/IGagLmI09dN/hyj4/Kpggbq/yUlvsIxTWaEuEIArTahTtr8thkcQxg6Dr333gV/qhKuS9MXSf9Yi26nqZInK/3NRGIqSjNfr8tNMiVlZVHfEznn39+2rrZV1+flFcA2G2Zb67OOOOM5GtBEHDb5WShKIkCsiQm/z5SeLOUlAmAkiggiwL7mqLorRTqu7dvbfe8U39wJtne1Gjh4OrX0AyY8/xXRFq4ZgwdWdy5QXfvT9yRg2PXF/D+fieT5uK4maVLnueRfz1CliK2OgF35cqV3HvvvWnrJ0yYwLx58/jwww8tizeLbw2rQLawsOgQum4QietsrgkQVTXWVTYRUXV2NYTxR1Wiqk5lU5SGcBy7JDKsFV3i/Hl3sG9PunVTQ00lrz77JP6oyo76IHt8YXxhs0izOPKU+yIEY5opm9mw0VwZqE9uP9AD+EgwZsyYNKu1oD/1+6FLmbuVa9asOWzj6krskoRdFpO2cwfy9Zov0tYV9RuIYrMhCAKKzcbsa64jHDrAFWLdu3j8eyjb52dR6Z795/vy884NcMgkwEBY/m+g7W77u4sfa9O9YtGiRRnXV1dXc8stt1jFscW3ilUgW1hYtIuqmX7G4bhOfSjOun1+/FGN+lAs+Ri+PhQjrukU5TjaDAR4+pHWZ9M/99BfqQvG8YVV9vgibK4xJ/t9Ud5AbSCaMXVP1XRUre3gB4vOoekGkbiGP6oS13TKNm0zNwTNAlmSJGbPnn3Ex7V8+fI0CURz3LSqG1Q2RejTf9ARH1dXIoqQ51Tome1gb1Mk7f02NaanA0448SQWPvc6//eb21j43OsUl0wgN6976k6Gjvzy7xnXTeSRVbsZ//eP+Wx3A3t370zZzePJyTwwKSH5GDKZ3vixaeHM+7UgHo0wuHvr+uKVK9N9rAF8Pl+757awONxYBbKFhUWb7KgL8UV5I9WBKP6YSiimEdN0AlGVSFynNhSnJmiGfuS77Tja0BtePuNU9FYSzgAa62t458Wn8EdVqgNR6oNx/FGVhpDK1toQa/akdgv9EZXPy318Ud7IF+UNlJb70HQreORQiKoaa/c2ElHNAnlIvhtfVAddg5CZtnbeBRd+K929ZieLlnz1+SrKSlezqyFEIKYx9ZQfZDz22yjoD4YsRcJlk/E6FLIdMnEt9ft8YBQzwLBRxRSXTODH1/6S4pIJAJx46rS0/Rrqain760+Tyz97eR3VP1oAvUfA8JNAtjHllGncetcByXvuPLh6EVy1CLr346SBueTltx9gMnx0Md4spdXtrYWAFBd3UvZhYXEYsApkCwuLNqkPxajwR6gNxgjHVFRdZ58/ij+qggDhmEpfbxbDC9x0d6VbSDVTVro6RXfcGqvefIFwXEM3DIIxlfpQHF84TjCu4o+qfFHewCc76vmivIHNNQGq/VHCcZVQTKcpEqchZOmXD4W1e5uIawaBqIac0MRu3VOV6B6bxdqqlZ9+K2ObNGkSMy+8KGWdrus8/fRTSIJpJxbM0GH9LjGiwE3vbAc9s80EvppgDLXFTd+BNwgAn37wXtq6M8/P7PihNuyj4D9X0/Pdu/avnHUPnPErmHwJW7ds5uyLL8fl9sB5f4DTfwEjTwG7C1ymJ3HVssWceMrp7b6XUEMNEydO5Nxzz+XSSy9lyJAh3HTTTcnt2dnZaceIosjdd9/d7rktLA43louFhYVFm6iJx+3hmEZPj4LSOZEAACAASURBVAOPXaYmECWiGwR3rKN01SfEJ01Jdq5efuYJli19jap9FVSU7+LYCZN58OmXuP2Gazp0PZvNjiQI9PTY2VEfSnaEawLm33ZZZE9jmN7ZDkRBIKRqGBFQJBFV19nZEEq6FVh0DsMwUHWdqkAMQzfol2u6kMRtbgjuLzzD32Lq2bat6Y4Hdlmk0JuFqhucd8ZpLPjbvBS/ZICbb76ZDz/88EgN86CRJZGihESpvCFCOB5la20w6TV82pnnpnki11SnT5gsLpmAy+Mh6PenbauurIDKCvh6BuT0hNGnmdri8eeyRZ/BxPkruPQ39/J0Y58WF9kBX7wC8Sif7v2KeDxzWmFLWqYMNtM8Ke+ee+7hoosuSpmkN3jwYBYtWmRpjy2OCqwC2cLColX8EZVIXEPXDUb08CTX98x2UFa6mp/OPANd1xFFkX+/tJQXnnw07Zf3qo+WccEpx1O+c3uHrpmTm8vg7i4Ahubv1y/GNZ2ttUHqQzEUUaAhHEcSBPpkO9jdEEaSBBRRxJIjHzw768MEohqhqIqY6B4DuHv1x7d9XXK/2Zdf8S2NEPr07k3qNDWB8y78Ed+s+ZzSlSsYPbAwo4xn27ZtR2qIXYbbLtE3N4sqf5TtdSHynAp3zl/I7p3bUp7GnH3RpRmPv/7WPyaDVFqlsRI+eQq2rYIf/Q1Es0P9dGMfbIKOHgmh2t2wbTVsWA6AbrO3GufdERYuXMg999yTlpJ35ZVXWsWxxVGDVSBbWFi0SqU/QjCuMSQ/faLNr+ZckixEdF3n5mt+bHamMrBjy6ZDHouScMbYXBPEbZMIJqyq+uQ4GJLvNrvH9SFiVoXcaQzDIK4ZuO3m5+qxy0ntqGEYBAVH0gMZOKJWaAdy00038eqrryaXRVGgZtcW7rj5V8Tj8Va9jC+55JIjOcwuYXiBm/VVfnKdCqGYRm0wRm0wxqOvvMNrixfx9qsvMu3smSk2dy0575IruOe2X6d10zMh1e6gpOJdrv/1jTy6ejfLttZx4ynDGNPLw1PLv+KN+S8l943FDi3drrGxkWnTprFpU+r/C926dTuk81pYdCWWBtnCwiIjO+tDNITjBKIa0gE2pvPn3UFDfW3KutaK47Yo6j+QqdPOTFnXrY3JP6Ig4FQkPA6ZQd1cDEhIAGRRwCFLgEAkrlNa7uPz3Q3WhL0OsrshTNm+Rvb4IsT/H3tnHiZFee7tu5bee/aFAQZE9s0RHBzFEIMi7lEDxiUoEkxQo4dEk2PU7xg1nqDmxCQSjWJiFJQYjbsnQYkix40lbIIgmwgMA8zeM71VdW3fHzXTM033LCA7dV+Xl11vvVX1dk8z89RTz/P76SZuWSTosfMnEdVAE2QIt/28X3vttSO1VN54442UbdM0eXr2oyQSCSzLypg9Lioq4pFHHjlcSzxoyJLIqb1yCLZYYreah2ytjzLsvMnc8t9/4Irv3dDpOcrGnNGtaxm6ztBc+yb0oYuH8ca0MVwxsoQBBQHKlM2gK12fZD9YuHAhO3bsSBlbsGDBQb2Gg8PXwQmQHRwc0oioOlVNceqiCTTDSNOefeX5Z772NQRB5IHfPclZ489LGR8yovMO9r55PnK8LmRRSDMiGVjgJ5bQiSR0QnGdNVVNX3udxzuWZbGrSUHVTaIJW9atwN/WbDn/pZaSmXCbi90ZZ3Qv6DoUZArOO3LYa+Xkk08+VMs5LJT3ycXvksjxyWR5ZbyyhFuWkEURs+UmsCNjkf+4675uX+ftv88HbMOS0tw2qcYDcds7EPbNKDs4HEkOWYBcWVnJOeecw7BhwxgxYgSPPWZbYzY0NDBx4kQGDRrExIkTaWy0Gz8sy2LmzJkMHDiQsrIyVq1alTzX3LlzGTRoEIMGDWLu3LmHaskODg7YGrhb66LURRKE4hp9c9PtomPRSNqY3x/o9jU8Xi/PvLaAsvIKmhobEFqc2kRRpKmxoYujO0aWRMKqTlWTQk1ExcI65NbBxzpf1scIxRPURBLsDatkeeQU+/C333nXftEugxw9gk16kyZNShvraj033njjoVrOYWNMn1xGlmST45XJ9bsoDLjwuyW21kf5ojrM5lr7M9ANk401EWojKqG4Rll5RdpTmo7IpJABqVbemehZ2pcpN80kv7jn/r2pfRgyZMjXOt7B4WByyAJkWZZ59NFH+eKLL1i6dClPPPEEGzZs4OGHH2bChAls2bKFCRMmJOVcFixYwJYtW9iyZQtPP/00t9xid7w3NDTwwAMPsGzZMpYvX84DDzyQDKodHBwOLjsb46zcFaJZ0VF0k9IcL3536h/N2bPuz3hsTn436wf9uUguV1L1onzsOFu5QpJwuT2Ujx33dd4CQ4uD9Mvz27WzCYOVuxzTgc4IxRPENZNYwsDXogbRHkVqufEJt9lM7969/+U0B4tHHnmEO++8k0CgezdkU6ZMYcaMGYd4VYceQRDI8sp4ZJFcr4ugRybH60ISRXwuCa9LYmNNmB0hhYBbIqTo1EZt856pN8/s1jX6dGCyMmnKtHRt5HZ8/9bbufAHP+Oljz4jK6cDo5FucOeddx7wsQ4OB5tDFiD37NmT0047DYCsrCyGDRtGVVUVb775JjfcYNdM3XDDDcl6sjfffJOpU6ciCAJnnnkmoVCIPXv28O677zJx4kTy8/PJy8tj4sSJvPPOO4dq2Q4OJyybaiKEVZ3qsMrOxhglWR4C7vQ+3o7KK6p378o4DiQ74zm5HG6eR/zi/8d/LdjIo4u/pKy8gp/eN4vTv3E2P71vVjJwPlAEQcAjiwwuCrK3WSWhW6ysDKEbZko22bKsNGe+nY0xVN1W7djZGKMpfuCd+scKCd0iYZgMLPBTku1N25/bd7BtEhJty+wf6YzsgAEDiMViXc4TBIERI0YchhUdPkb3zmVU7xyGFAUZUhygKOCmMOAm1yvjd8v0zvGQ73fjk0XyfC52NMYpK6/goiuu6vLc/Qd3nMF986UXMo5n5+bxne/dgFuW8Lsk8vPyDuh9nX/++Y6ChcNRxWFRsdi+fTurV6/mjDPOoLq6mp497ccwPXv2pKbG7oyuqqqiT58+yWNKS0upqqrqcHxfnn76aZ5++mkA9u7de0QzHAeLrurqHDrG+ey6h2FaiAIousmuhhjVNbWorhg9gh70cIxQuoRqxvIKIK05ShBEJElELxkKV82Cz9+DIrsW1Oo9nHc22T+jMnULD//XzzANg6UffsCXG9fzwx//7OC8wUiCXTHwyxINtdXk+11YFhQFPexojKEZZop83ea9YbYIEHDLNMY1gm6JAYXdy1Qei9+5+miCmvooOaJIpDFzmULJkDJ27GwEy/75Xn3DD7j00ksP2u/Y/f3cVqxYwa233trt0pkRI0YcF38PMhFqqEfXvZgCiAKICR1Ft/+suw0TEgJKs0qICD/9xS9Z8en/UVtT3eH5ZEkiVJd5/xdr12QcP+nkAWzbuQtBEIhbLn50yy0pZiDdobS0lGefffaw/ZyOxX+rRwsn0md3yAPkSCTC5MmT+f3vf5/RNaeVTL/sOpLr2bdhCGDGjBnJx2hjxoyhV69eX2PVRw/Hy/s4EjifXdesrAxRkuWhLqTgzvFjhBROHdA3478xsE1Auovb58WbU0TT6S01oyNbmvEW/oGzrvsxjfj5oibCk29+gNlOhuqluX9mwNARHUpX7Q9SUGdPRMF0yZiyiOKRkUWBWkAIeglKIsH8IFtqo5T3yaVSa0TRDFwembgZJz/bS69e3c+IHUvfuVhCZ5vShOH3UJzlwSNnfqAYtrYks8eSLDN92tSD/j7353zr16/v1K68PYFAgMsu67x+9lhHEoIUBNwUBz2sqWpiYGHAduCLJKgMxYm44uS2GI88MmceP7zyEgwj3a4a4PM1q8kt7JFxn8vlQlXT5eIGDz+FhDeX/gUBxvTJZcLoO/nTn/7E1q1bu167JHHNNdfwwguZs9OHkmPp3+rRxony2R1SFQtN05g8eTJTpkxJNlb06NGDPXv2ALBnzx6Ki21Jp9LSUiorK5PH7tq1i169enU47uDg0D3MTqTOTMtiT7OCohs0xBLoptlhcDx71v1dmw60wz/xFpqu/QOcPAZW/y/sWg87P4MNi5j9vW8w99pRFAXcVHvT/z0/+8Rvu32dzsjyyhT53cQ0g6hmUBtRqY8lqItoNMY0VN1kS22UmGawsjJENKGzt8VGO6GbhFX9uLWuro9qxDQTRdM7DI4BKuuaodnOGhm6zl+ff/5wLTEj48ePR5a7l9tpLfM7nhnZM5ue2V4kUaC8Ty45PheCIFCc5WFocZCgp62HoKy8gj+98g9uvfNeRleclXauopKSDq9jkf57RJJdnHv5d3FJIh5ZTKrKzJs3L9nwJ0kSFRUV+Hw+KioqGDVqFNnZ2UyZMgVd149IcOzg0B0OWQbZsixuvPFGhg0bxh133JEcv+yyy5g7dy533XUXc+fO5fLLL0+OP/7441xzzTUsW7aMnJwcevbsyQUXXMA999yTbMxbuHAhDz30UMZrOjg4pFLZGKc6ojC6dy6SKGCaFqIoEFZ0RAE0w8LCoimuE00Y9MtLV6wAWLtyOfOeeqz7F/Zm0TzwW2ABHz8PK98Aw67nbdU5FgWBMX1yeb95eNrhdZ08Bt5f8vxu3LJIZSiOKAqouolumoCAhYVH9hJqqTWOqAY9gh6qwyqGadEU19hWH6O8nezZ8UJ1RKFZ0RhUmG4C00rSJKSdgkVt7cH72RwoHd3E7cuxaA5yMHHLtgzc3maFhGnSN9dPWXkFZeUVlI8dxw+vvDhpIiJJUqfNfFnZudS3+9l7vF6efPFNAv1Gkutzpbhejh07lo8++ojFixczfvx4p7bY4ZjkkAXIn3zyCc8//zynnHIKo0aNAmDWrFncddddXHXVVTzzzDP07duXv//97wBcfPHF/POf/2TgwIH4/X6effZZAPLz87n33ns5/fTTAfjFL35Bfn7+oVq2g8NxRXVEIazYmsa5PhcbayL0zvGyK6QgibZ9c11MQ9UNemZ5MCOZ61DnPTW7+xcVRMTx0zEsGLPlZVYs/3vK7opvjE++LuuZxYKNXhj/AwjtgTX/AOxM5cEk4JYZWpxFk6KhGRaFATeGabGlLsqXiRZ5LNPCMC2yvDK7muLkeF00qzpBj8yKykYE7Azd8YKqWyiakSLpti8R1cCUXBBpU7Do2/vIPsFbvHgxmta95sn6+vquJx3HuCSRfL+bL+ujBN0yiRYTGGjNJv+Tf7zyNxDgksnXdNoge9Mdd6U8QfrpfQ8xfPTp1EUTFPhdZHlTw4mxY8c6gbHDMc0hC5DHjRvXYRPF+++/nzYmCAJPPPFExvnTp09n+vTpB3V9Dg4nAqpu0RDX8Ter1ERU6qIJLAsUzQABOwB0S5yU60UQBEKZ++9Yt2pF9y967k2YwydwzahenP/N65n+v/Oh3e+Cxoa2Jo/zBhXy6OIv0U9rqRNtrIIda7pdY7q/tDqRgW2GMLTYznpZlsWm2ghgB4tDi4MIgkCsLkpE1UnoFq7MErHHJLa1tImvizdlfyZAY1vzVHuN+iNBQUFBt78f48ePP7SLOQZwSQIFfjcuSaA+lqBnO6WS1mxyd2jtCVi04C3OvegyLrl6KltqI5Tm+ji1V8f9RQ4OxyqOk56Dw3HIjoYYKyobUXSDeEKnWdExTAgrOg2xBE2Kzt5mlaa4Rr7f1ekj69fmP0doH1vpVnJy2zWwCSKccj6cehHDtJ38bPwAysormHpT6mPb9qYDeX43T15Zhuujv0AsBOXfSe674bJUh71DiSAIDCoMJgPm1s9DM0wa4xohRUPRTaLqwc1sHykM0yJhWEk76Y74+5INdmnMrnXJsdWrVx/q5XVKfX09otj1n66SkhIng4l9s5fjdZHlkYkmDLbUHrjJy6Qp03j8hdc4/ZKr2d4YI8fnwueSkCUnlHA4/nC+1Q4OxyE1EZWIahBWdE7O9xNJ2IGxZpg0KzoxzaAw4GZIcRCxi+B41t2323WKvmw4fyYE7BInQRS59ee/aJt8yX/CxNtwhXYx58fXJIdn3nM/9zz0O848+xzueeh3aeoUo3vncG35SXYjX7/RMPgbAKxfs3K/VDO+LplKDXpme6mNqjTGNKrDKl/UhFm1H8YjltXm5NdZs+Th5rPdzSiaQZ7P1eGciKqzuDIGmz+BRDw53pka0eFg/PjxeDyeLuuQBw8efJhWdHTjc0n0yfMyuChIYdCNYVlEvuaNXkwzCLgkCvxunNjY4XjF+Wo7OBxnxDWDJkWnMa4RUXW8LimpUnFyvh+XJGCYFrk+V6fBMcDD/++nbRsVV9pSbef8kIJefbF+8gaxYedx1n/NhTvesgPbynX88dL+ae57rZmnjqTbZt5zP3y+0N649Ocw/FwA3nzpyComeGURw7A4Od+PAMQ1E82wa5UjLUoX+1IdVtnRYJtYbK2zbYBN02JVVeiosr2OJPRO649ve/1zDMkDq95KGZ81a9ahXlqnjB07lvfffz/Z4O3QOYIg0DvHR47PRdAtE/RI7A3bNtR10QNTaPHIEvkBNx5ZZGSJU17hcHziBMgODscZG/aGaVJ04pqBqyW9Y5oWRQEPXpfESXn+ZClBZ8yedX9bracgwpBv2q8HnAFnfQ+A33/4FZ/G7DKLLFQe+245o8eccUDr9ugKPPND2L0RLvwJXP0ItWLnGsSttbSHCq9LYliPLDyySMAtsbtJQdEMVlSG2FgTZu2eJiob4yiawZ5mhXiLlFxtVEVvKc9ojOusqgqR0C30oySLrOhGp8H6ltoon+8NI2x4H6rb9Gx9/sBRYds8duxYKioqOs0iK4pyGFd0bCCLAoUBT0uQrNAQtwPk7ty4aYaJbpj2Tbcs4nfZJjre46k438GhHYfFSc/BweHwUBNWMVsslPvk+HBJdgAxpCjYbWmsVpKW0oPGwrm3QCAXPpoL37yB+r5nUV6aQ3HQTSxh8p/j+5Pnd3eqp9sV+UXF7Nm1E977I0ydDb2HUdN7GGN+/xHDhRrM7B5ccVp/rjy1TUVhyl9Xs7k2yu8vH8GH2+q5elQvBhR0z/lufykI2FJvNZEExVluREHAsmBPWLGDjajG2t3NyKKAacG3Jkxk5bJPGXraGcye9yqhuL3/SCthVDbGCStGp/XHL3+2G9HUMRen2oqrR1HQOX78eCRJQtd1RFFkzJgxLF++PLn/SNthH42MKMli/d4wuT4Xim5hmhZfVIcRBOiT68toLd/KjsZ48ma0d46X00pz9vt3ioPDsYQTIDs4HCcYpsWOxhhxzQSLlDKHA/lDpipxQLAl2AK5sH01rHgdSkcg9R/Dj795MsPb2TR/Xb5/6+22jFTddpg3E4L5MOl+ADZYxdBk8ZvFXyKKAu9truP68lI2tzQc/eTN9YBtmf3LC4YctDW1RxQEioIempQoobgtFyeKAoGWDFosoeNK6HhkicsqhtPQYtn72af/x39cP5k7//A8muE5JGvbH3Y3KzQpGgP3sdBeu3I5yz79hDnGGACEz98DJVXWxO3uuGb5cLNu3Tr0FjlA0zQZNGgQN954I6+++iqTJ08+KjLdRxtel8So3jlsblEniWsmobhdf18ZUgCLQYXBZOmNaVlsqokwoCCALArIooRmWnhkyQmOHY57nADZweEYp6opTp7PRcKwaFZ0mlWd3jltUk5rVy5n5ZKPKR87rtuSTjYC9B4GWUXw7mxY/549/MZ/c9F1P2R4j28e1Pcxaco0/ue+n6MlEnaQXLcdfnuZvY6eQ0AQ0K95hFnv24/8l1fazXKPfns4j330FXXRBO9t3Mv630xHNA2unX7zQbGr3peBhQG+qA4DIAgQTxj43BJhRUdSDR64/ZZkcNzKFyuX0Cvbi6Ib1EcTBD0SLlFE7KQG+FCwp1mhSdFbjFLaWLtyOT+YfDHmyIlwnh0gWx+n139PmjT5sKyzO7z66qsp2/Pnz+fss8/m3XffPUIrOjaQRIFhPbKIqDqbaiItTzwscr0yDTGNLXVRwGJwUZBt9TF8bpltDVGyvS4KA26alc6dFx0cjhecb7mDw1GGbpjdbuaKqDq7QgobqsOs3xtmb1gl2mJuAXbgc8u1V/Dko7O45dorWLtyeRdntLnhsvMwDB36V9gyX5s/adtpmURqdu33++oO106/JcOoBXs2wu4voHIdOV6Z+8+3FQq+f3ofvjWggNemjeHb/koSlsiOuJuvtmxi1t23HzIVjGE9shhaHGRIUZDBRQHiCYPSHC9//s2DfPiPV9PmB4PZyKKIqptsb4ixdncz2xtjh2RtnbErFKc+pnLSPo6JD9/zM0zTgAEVkIgjPTYJlHDa8SNGpLseHilaDajas2/Q7NAxQY9MSbaHLI9MtlcmyytTEHAjCLaxzqaaCF5ZpCTLg9cl45El3JJdi+/gcCLgBMgODkcRlmWxqqqJ7Q3xLuc2xBKs3xtGM0wiqt0cNqDAz7B2ZQ8rl3yMqiqYhkFCVVi55OMuz/va/OdYv2alvXHyGNi1HrSu13MwmHnP/QwedkqH+4VX7+X9m8dy6fAeLJ05jlu/0S+577Vf3wWWCb2GJscOpQqGIAgIgoAo2IYjf5r9G96e+8eMc70+P7IoEFZ19BYFjANVEPg6qLqJT5bSDEJ27vgSZDf0OQU+/5d9c7QPHq/3qDLe2Lx585FewjFP7xwf5X1yGVKUxciSbIIeiXyfm145XjyyRGHQjVsSyPXKeGSBUb1zOLnAz/CSg1da5eBwtOIEyA4ORwlmi9VxWNWpi6qALdnWrKTb6qq6wbb6KE2KTm00QUNcQ9XNpGpFK+Hm5qSLnWVZhJubmT3rfr5zdjmzZ92fcR3PPvE78GbBtf8DhX1hW7qLXkFh8dd8tx1z5rfO7XCfZZrJLPgDP7mZbw3vy/cuPJu1K5ejRUNQ8xX0Px2uuBf6nML6NasYN7T3YdFTfu2v8zrc19TUiFsWUTSDvWGFRsWWiDvcsm+qYVLU0mzYyp23/xhl/I9g2HiQPRl/3gCPvfD6UWW8sXv37rSxbdu2HYGVHPtkeWVbsaU4i2yvjCQIFAZceGSRbK9tBhJwS0iiLRnXlQOjg8PxgBMgOzgcBSR0k1VVIVZXNRFLGMQ127Vtw94wG2siqLqRnNfUoobQGNNpVjSiqo6qG/TN9aWdd/OGtSnbf/vLU8x76jEqt29j3lOPZQyS62r2wqV32nW/ABtSreEFQeCSK69JO+5gsXJp51nuf7zyN2647DwWvPEy0UiYzRvWMf07F+Bye2DTR1AyyA6Sv/srEESUWOyQlluAXcqiaR1nhGORMK/Nf46e2V7Cik5M1YlrJit3hQjF02+ADgX10QQRVU+5ibrhsvNYFC2AoWfDxNvspryqz9OOdXk8jBpzxlHVmJVJpWLSpElHYCXHDwGPjFu2n4gEPTKlOT6GFAfxuyX6HyJ1GAeHoxUnQHZwOApYt6cZVbezx82KRjSh80VNGFU3Cas66/Y0s6Kykc92N7F+b5iwqlMTUREFGFwUxDAs3BkaZwYPL0vZTiTUlO1X5v057Rir6GToeyrUfgVzpoHaZk0riiJ3z/rtfjb77R9ud+dKD+tWr2grAWmHllBh9duw9G+wdYk9eFJbnWp3yi3WrlzOs4//ttu12q3849W/dTnnxb88Sa7PxbAeWQwpDtKsaIQVnS21ERpjCfY2t0moVTbG2VqXaglsmhYrKhvZVh9lZWWIlZXdd/TbFYqzsSaCJAhJhYJkKU3v4WAa9n+r34YM5RX9h4866hzTZsyYwZw5czjppJMoLi7mzjvv5JFHHjnSyzrmGdMnj4BHZnTvHEqy7WbfUb1zyPe7uzjSweH4wlGxcHA4whimbSBRF1WRRYG+uX5qogkUzaQ+lsC0wCtLKJqBWxZpiCZQdJPSHG+yGW9YB3JrWV3YAsdiUV6b/xyTpkwjourc+0EV+tX/A2oMXr4nGRwPHnYKE799xQEoYaRjWRamldnaGYAukpRbN67veKehwad/BUmGH79my8T98XugRNASnWdq165czg+/eymGriHJLv709//t9nvdtmVTl3OaQ03J16IgoBomtVENr0tKytXtaorTM9vLnrCCZUFpjpcN1WH65fvZVh8lmjBQ9dabnO6XZ1Q1KYTiGlnttI8XLXgLsntATg9YNAe+WJxyM9Se6398D1756HusPmPGDEfO7RAhH213RA4OhxnnX4CDwxHGMC0aY7YtdFg1kEUBRTNoUjQiqkFCN6mNqEQTBs2KTljV6ZXt7dTooZWcvPwu5zz7xG8BeOmz3SypagmQvlqREizdNes3fP+2Ow44OP6iOpzMiFY1K2yps7WEN9aEMfepww3V13d6LtPshnOeocPad+zXP/oreLPY0llgDcx7ajaGrrUcrjHvqdldXwc7E7t62addztu3BMPvkki0yL7VRRPEEjqxhK1yEVZ0IgmdqiaFxrjGtvoommERVnTCik5jLEGzolMdVju4Whu6YbbI/2nIKTclgt2UB1C5rsPg2OPxUn7GmfTNSy/hcXBwcDhecQJkB4cjRCiusbk2QljVUQ2DwoCHkqAHtywypChARDXwyiKaYaLoJrGWoHlQUTDFBKQzPl38XpdzmhoaqI8mePLTHZT39NN79zJY2BYcHoy6U0EQMCyLhlgCVbcIuCWqIyq5PjebalLNKE4aMPBrXSs7t8We+r0nYcVr9usfzce6+hHu+fGPOjxu7aqVcOHtMGYSDDmbxX2+w+9nPdDl9Z594nfdWldzqDGl5rtPro9BhQFCcY1QXKO5JfCtjSSoj2nEEga7mxUiio6qm8QSBqG4RpOiEU3YN06Voa6l4iIJg0hCp2+uL8UWeNuWjdDvNIjUQ/3ODo8fOGw4imZfz8HBweFEwQmQHRyOENsbYjTGNL5qiKIbFoUBN1leOyssCAJBj0zvHC+DioLkQb+P9QAAIABJREFU+1yU5ngZVBjYJwvYObXVe7qcI+b24II/LQPgulPyuaKvCHpqtrM78nCZ0AwT3bRwSSJ5Phd1sQRFARdFQTeFAQ+5PleaWcbUm2ciSQf+OD8QzOKiK64CLPjwOdiwyN7RcwgLi87n6j++wy//tZkxv/+IqiaFWMJg1b+X0ZDdF4afA2dPg0t+BtnFvPDeMi4oH9rJ1VqaGvchKzuHnNZAvR3znnospb5ZlsSkpnJMN+xgVtUp8LtoVnQaogkiCZ1QXKMhpiXtrgNu29HMMO2SlaZOGv2iCR3NsNJKJIJlE2DIONi6tNP3d/nV1+OSBLK9R4+LnoODg8OhxgmQTzCWLFnCQw89xJIlS470Uk5oLMtC1U3qogmaFB0lQ3auJMuDSxKRRYGCgBufS0Lcz2xu335dZ2OjY64G4OJhxUh7NrF+zSpEse1Xg+xyUz523H5dF2yJuu0tzWbZHpmgRybf5042AOV4ZbyymLRqbo8oHXh7xJ5dO1n0ztstQTKw8HFY9RYseRGCBXyZCPDWetvp7rbX13HJM8u5+5MQnHktxFoa31pvEAaNpb62movPGNFh414mqbapN89k9BlnZZz/h4czZ6XdoohlWQzrkUWuz0VRwE0koSMgEFYNVN2gwO9mYGGAntleEoaJqttKGK3WwfuyqSbCrpCCtM/3xrIs4mNaPp9PXsh4LIAku7jsmqlIgrhfN2YODg4OxzpOk94JxJIlS5gwYQKJRAK32837779/VOmaHu8omoEoCKzb04yFHSDbdcYCAwv8XZ/gAPhq1y7bAELPIEHmz4WrZmHllyIs/Rujik7n9nv/E0O3VQwEUeRbEy9i6s0zD6j2eEdjnHy/C7ckIgp2za1HFikvzUUSBfoX+DEtqImoKLqRzHCuXPJxilFFcUkvAGr2puvedoSWUOk/eAhnnn0uSz9cBItb1DqWvAjBQvpWnMeZN/yUlz9rzbD7occAeP9J+Pxf4A7AOT9I1ujW7NnNjKsu5emX0xv3+g8cyuYv1iW3BUGgfOw4yseOY/G7/0hb26Z1n2Vcc2muD9NsC7YLAm4KAm62N8RQdCOtEVMSBJQWLWXNtKhsjNNnnzrhxphGYzxBwjBSxquaFfbELTs47qD2GKDstNMxLHDJwmG3xXZwcHA4kjgZ5BOIxYsXoygKhmEQj8f59a9/faSXdEyzZMkSZs2axQtvv5eU3LIsC93IXKv5+d5m1u1ppknRqIkk0E2TAr+bkizPIekYj6g628beBlP/AKIEBX3gzGvs19+cBufeBPml8PHzWEv+xpt/eyEZHINtyjHi1NMOKDg2LQtJFMjyyOT6XGR5ZU4rzWFMS3AMUBT00CPLg1cW2d4Qoy6awLQsyseOSymxaGyoZ/ipo/fv+qZJTl4+j7+QwXo4Uod373puGnsS/q0fwjMz4KO5EK6Fz96xG/ziTbBnMwQLbKUHQNcyN+65PKnyV9ffZN9QlJVXZCwVMTpoMpRFIaNUX2mOl3756TdQJVkemhW7frkxZtcmtw+wLctCNezGztKc1MD5s93N9osvl2VcSyv9Bw3BwsLrKBo4ODicYDgZ5BOIUCiU8jj4jTfe4Omnn3Zkkg6AJUuW8K1vfQtN05BdLh6b/ybDekykIaaxN6wwpk9q/anRUi+qGQYR1SCs2jWj/fMDGYOig8E7m2pJuIKQG4RB37DragHO+l7bpJVvwvK/A9Dc1Jh2ju6oYGRiU00k6cBV1isby2q1Zk6f63PZ5RcN8QS1EZWy8gouu2oKr81/zpaEM/ROnfskWU4J7JNrWL82w2ybnV99yXcqhhALtbznf79q/5cyaY39/yt/Cbk94blb+ej9hSlT7p15U5om87pV/06+Lis/g9XLUxUu8guLOlxXJmRJzPiLOuiRqQzFMSQR3TRpjGv8uzLE6X1yEUWBZkVH0UwkUcDnSv2Ofba7GUlXMOoyN+cJgoDscnHJldewK6RQkt25NrWDg4PD8YaTFjiBWLNmTdrYq69myLA5dMmvf/1rNM0OcnVN4/mn/sAX1bYihWGSksnTDJPqsEqTotOs2jJt/fL9DC3OOiTBsWVZXPX8Sh5etBVfvN5WKWgNjtvz4bPwcZs9cuX2dJvezoLMTNetDqt8UR0mx+eiZ7aHPrk+XJLY6fsURcj2yOR6XclM+iWTr8Ht8SJJErLLTSCrYz3nAYOHdbAg+395+YVpu5R4jOZQ+g1BCvWVtllKbk97+7u/wtA1brtucnLKBwv/N+2wqp3bk6//4+772FfY+aT+bXXhr81/jtuum3TALn9983zopsmAggANsQT1sQSrq5pYUdnI1rooim5wcr4/TYnki+oI+UYzmbSUp978Y370n//FnJfepqy8At1Mb/BzcHBwON5xMsgnEEVF6ZmryZMnZ5jp0BX/Xrk6ZXvrF+swLNsJL5rQWV3VhG5ayKKAaVkkDJOwopEwTYYWBw/p2hZ/Wc+2elv+a5RYzZLPN8Lpk6BhF8y9jat+9isWP/+H7tX07hM/1UUTNMY0BhWl2s4mdJNoQiekaAQ9MiVZHgYWBsjrhvuWKIDfLeN3Q8Iw2dkYZ8ipY3jyxTdYueRjyseO49H778l4rCRJ3PWr33DLtVegKvGUfa122I8+M5/p37mg6/eaidd/CSeNhlMvhJLB4M+1a5qxjUWUWLrM2oVXfDf5uqy8gsHDR7J5Q1uN8tIPF3H2sD5cef2NzHvqsZaxDwCYNGXafi0v4JYZWmzXJiuaiWZY7A0r5Prs2m9FSy/n0A2TrfVRTst10yBJmKaJIIoMO2UUl199XcoaErpJvt9Fjtf5U+Hg4HBi4WSQj1EORI1iy5YtKduCIHDKKacc7KWdEGRSLtAMW6u2MaahGbb5h27aQXNlSEHRDfrkdG62cKBWx+15f0sdAP913iB6Nm2CpS/Brs/h9V8iSyIXnnUaRT16dutcrUFmK3VRNVkmsbEmQm1EpVnR2NYQY29YJc/nItsrE3DL3QqOAU7rnYssCsiiQK7PRcIw2VYfpay8ImlOUlRSknZcXkEhf3rln5SVV6TVKA8efkqydrqsvILRFZkVJbokUg/r34NFT9vbN8+DYeP59lmn8vD/S8/KC4LAzHvuTxkLNaYbn8SikWRw3MqLzzx1YGtsQTdNVN3+/tVHNRrjOnqGeudtDTE0w2LlW89jWhaiJHHXf/+GuW+9lxIc66ZFTVQl2yszuOjQ3tQ5ODg4HG04AfIxSKsaxb333suECRO6HST36tUrZduyLBYvXnwIVnj8M3BY6o1FUc/eVDWpNMY14prB3rBCo5IgoupUR1T8LolBhUF8GSTNWlm7cjnTv3MhT/z6QaZ/54IDeuyu6iYffdXAFSNL6K/u5O2X54MWh5fvQYzUcueD/0NZeQWXX3Ndl+fKyspJadCzLIugRybbK1MXtVUxGuIau5sVW7LNJZHvd+N3yfTK8XZ7zaIoUN4nl9NKcwi6ZUqyPQQ9MhHVdpIDuGLaLWnHBbOyKSuvwLIsZvzs3mRDXGtWuT12qUP3OXnQEP7y+rucefa59sDezbYdM8BFd7BHc7O5OtR2gD8XvFn4/G2Z9U+3NzDm9x9RcuXP4frZtu11J3y1ddPXujHql+9ncFGQoqCHqKZTF1UZVJge2C5vaSjVv1qNZZoYukFTY0PavL0tdtcFfrejYOHg4HDC4QTIxyCLFy8mkUhgGAaJRKLbQe6dd96ZNlZQUHCQV3d8E1Ftq98zx09IGd+ybhXb1q0kltCTJRQ9g172hlVKs330zvEm1Rs64q5bvk/7moZZd9++3wHTsp2NRBMGEwYWsnLJx+itkm2CwHeumZrMEE6aMq1NJ7gDNMOusTYti401ETbVRgh6ZPJ8bmojKi5JpEfQg88tUxT00Cvbi0sSGFwcINe3/6YSgiBwWmkOAwoCFATcVDUrxDWDL6rDrF33edr8cy78dnJt2f1Hcu+fX2X6Hf8vmVVuT1l5BT1L+3Z4bZfbk/L63l/Ppqy8gsdfeLXtuDX/gBdb/g1N+S3c8ATc8Zb9383z4EfzuWjqj5gyfxXVYZU/fLwdgLWuk6Gon+1a58vp9DN49P57DjhI9sq2Tna+38VJuX6GFAUzfueWbG9sqU2vaxmxWLn0k5Q5EVUnphnk+V1EE0baORwcHByOd5wA+Rhk/PjxuN1uJEnC7XYzfvz4bh23bt26lG1BEFiwYAEXXHABTz/99CFY6fHHxpowm2sjvPL8Mynjuqax6/N/M6AggCAI9Mn1keWVGVrcfVvoTDXBdtDcPdbububppTvJ8siM6ZNDTl4+VssjdsuyGDKyLGX+g7PntGVIM9C33wAAYgkDr0vC75YJumVckoDPJZHrc5Hrc1Hod7dIlAmcVppLfjdLKzIhCAKluT68skiPLA+FQTfZXhcrP1iQNlfKK2FnY5xsrwuvS2JMxZlceP2P6D/ytIznzqR00cp/PvAwf3n9XW69817mvPRWSoD99qefIcktNbh7NsIbD8In8zPaM7/qG8em2iiXPLOcLXVR/mNcPwDEvZvtCaUjOn3/6z9byY2TLvpamWRREPB00BS5dEcjy3aGUD//IGW8vVOiYVrsDitkuWUCbimt3tzBwcHhRMAJkI9Bxo4dy/vvv8+DDz64X2YfzzyTGtRZlsUbb7zBwoULuemmm5wguROMFlUKVbf4nwfvZdvG9WlzVi79BNcB6sXeO/OmjOPdNcfYWBNh+sufsbEmwhUjS3BJIp8ufi9lzr7bAI+/8CojRpVnPGdrmUJlKE5hwEXQLSfrhFsbt0b1ziHosaXcWpvFDgb9CwIE3TJZHpkcn8x5l1yeNufDt15CNewmsuyW0g+/W8TMUB8OEGpIrwVuZdGCt1JqnvflT39vZ/ix7d+w7CWYexv89nKYfwc8NRV3la340Te3rc58yujerPjJN+m74hlQY9D31C7fu2WZ3Hd7eknJ18WyLH79wZf0y/NhLvlbyj7TbMsSb6mL4JUlcnwuTu2V41hMOzg4nJA4AfIJxL41yPty3337V6d5ohBRdVZXhfiyLko0YbDwzczSeEs/XHTAcl0L3ni5w33tZcX2Ze6KSp5ZvpNfvLMJSYDbz+7PTWfaJQE7tm1NmbvvdvIcb72Hy5UaBHl9flviyzBxSSJ+l0TALTG8JIuT8nz4XDKiAJJoZ41dkkjQc/CUDgoCbk7K89Er24tXlrh26vcpKtmnht7QyPW5kuvzuUS8Lom4ZmJaVlojZVZObofXO/eiyzpdT1l5BbKcKVC0oHorxELMGGDx+8tH8OoN5dw3cTD/e2NFUrbue9+fAbvWwUmjbGdDsfOnCpkk974uX9RE2BmKk7Xp/TRnxQGDhwP2d10WRfJ9Lnwu8YBv+BwcHByOdZzffscgB9qkd9FFF3W6v6k5fDCWd9xgmhaNsQSbaiI0Kzr1sQRhRaOzmOHFv+y/EsG5Zf073b/0w0XMnnV/2viW2ih/+Hg7T366g20NMR66ZBhTTuuNt6UR0OVKLXXYd7s90j4Bcqt079b6GB5ZRBTsEgqXKCBLIn3zfBnd3Q4mJdleSnN99Mn1Ud4nl359S1P2ez0egm4ZSRBwSQLFQXu7Ma7xZX2UHY2psm833XFXxusUl/Tqlrza937wow73CaLIFVd+l3En5yMIAt8e0YOSrLa65klTpjGxbICtqTzzFfjJ63ag3AkXlA/ltusmc0b/IiaU9T/gm69WVlU1AbDujT+n7btr1m+wLIu9YZVcn12yclrvjm8oHBwcHI53nAD5GGTx4sWoqophGKiq2u0mvdWrV3e6/5sTLyahZ7bBPd7Y06wkyyY6nBNW2FwbJaLq1EU1IqpOXDNQo+nat63U19bs1zrunXlTqmHFaZfBLS9AINXBbt5TjyXrUmfPup9Lvv1trp2/CoDvn96HH57Rl3MGpDZcalqi0+32nHP+pWnb0YRds5vtlTmlZzZj+uQlM6K9crwUBQ+Pu1qrIsYPbrwxZfyq627A7xYp65VNWa9sSnN8yKKAzy1hWqDoRkoWedKUadzz0O/SsuXJ+uIumHnP/R02NlpdfJcAfva9S8j3t7v2sPGdzq+vrWbph4swdJ2mUCOz7r79awXJc996D0J72jXnteEqHcam2gi6abb8vLMc5QoHB4cTGidAPgYpKCjAbGm+Mk2z20oUe/fu7XBfv0FD+MlDf2DtnqaDssajGd0w2d4QoyaiJrf3DZZjCZ29zSqhuEazqmNYJo1x2wHP7e1Ywqw51Jgx29sRH7zbzonN5YXxPwBfNpzRYjbhaWuQmvfUbH436wHmvb+C6m/dDsCAr97l1m/046axJ6W5pektTn+t5OZ1/D15cPYcLrriKrJycrnoiqv4+f88wZ5mW6ki4JYPmR32/jBjxgzmzJnD+eefz5w5c7jvZzMZ0ycPtyzikSVEUWB4SVZLeYCEJIqE4qmfwaQp0yjtd3LKmNfXfUm6B2fP4S+vv5s27unkO9FKQcDNq1PHcPqqx6H6Syi/AoT9+1wfm/WL/Zrfyt0/vpXGYB/4akXaPpfbgygKLc2OdhOm3+0Ygzg4OJzYHPm/eg77TX19fTIYEkWR+vqOm4+6y/Ytm3h1/nOouolu2IYDXWVYj0UM00LVTZoVnd1NCk1xjdVVTWyqiSTnhOIaG6rDaIZFk2JbQ3skkXhCxyuLSb3djnj75fncO/MmJpT177D5rtUQJMmEW+Dm59u2R5wHZ02BW1+Eb1wHRf1Z9u+VzA+fBN/+Ocgu+PMP+fL1JzJmFV+b/1xaHWs00nkJzYOz5/DK+0uYOWs2mmFSGHCT45U7LSk53MyYMYN3332XGTNmZNwvALIokOO1m/b2htW0OddOv6XT7a4oK69g6s0/Thm7elrm9exLllfmyXkvwao3Ib/UflpQ1HmJTZJgAdFgL1554Tne21y7X2v+V61sl3Rs+jhtXyCYhdcl4ZZEsjwyJ+c7qhUODg4OTprgGKSgoCD56Hh/Msh5BelW0+1569nHueLaG/hsdzOqbuKWBcb0yTugNZqmhQVdav8eTuqjCb5qiOKSRJoVnRyvi821EWKagSgIrKhsZHiPLL6sixLXTB6bdR8fL/wHZ553Mfc+8CvADmy7UpZobm5KNt0teONlvtz8BXf96jeUlVdw78yb+PC9BanBavEAOLWlPnzrMspOKmKtqz+cebU9dsZVcMZVpFTUvnofNFcD8OJfnkyroV204K20dXWm4tBKTURFEjVEQUiWLJzSM7vL444WPLLdWCaLIgE3NCka0YROoF1GtPWzWrTgLc696LL9tncGkm55H7zzNudc+G1m3nM/obrqbh8/KivBmn/+Bib8CCY/AP4ceHc27FwDiTic/X1Y+YZtDw52cHv9Y+DL5uFaE/65kR/UR7l5bL8ur/X9GTdDxRQI7YXdG9P2f+vyq8j1yrglu9a8IHDgMn0ODg4OxwtOgHwMsm8tcVe1xXHNYG+zyjcumcyzf/kzdCCDVbt7F6//dS7Tf/ADmhWdLI/Mv3c2cnrf9CDZMK2MwW9VUxzLguqwioV1wAH2oeCrhiihuI7PJaHqBmFVJ9sr06zoiIKAaVqs3R0mpunMnnU/bz73RwDefPaP5HhczLzn/oz2wvti6KmP9TdvWMct117B6IqxLP1wUfoBQ74Jhg5zbsAnwe9Xf8m5Ty219710F1z9cNvcDYvgnd+nHL571660Uw4eXsbSD1O1bi+84rtdrl3VLfJkiXyfi6BHosDvxiN3T8f5aEBoCfB0wySaMCgKeKgM2W58AwsDCNg3bZOmTDugwLg9M++5P81WursMGDyENS88a5dYXHSHPXjBzNRJp5wPy1+Bgr6wY7VdegPJsoxFW+tTAuTbrpvM6uWfMrriLB5/oU1pZZ1VAkoEXr6b9kY0YJdXfPfWu/HKEm5ZQODouaF1cHBwOJIcRQ9PHQ6UZ599luuuS7cO/qo+RlTV2bA3TG1UJaIandahAqxavIA9zSoNMY26aIJYwuDLuiimaVEfbWvyWl0VYmVlm9WuZVlohkllo0JlKI5pWai6dVQ1/cUSJvXRBNUttcfRhE4orqFoJtVhlYa4xs5QnL1hlUVvvpRy7Nt/nw/A9i83H9C1VSXOso8+yLxzyDg7AFLCDB15CtleFy98bzSXipuhagP89rK2//YJjgHUeGrT4A2Xncfzc2anjA0efkqXwVyTotlBsc9Flkfm1F45lLbT9D1WGFgYYGiPLEb1ziHbK5PTkh3dWhelMpSqbJFJM3lXU5ztDbGknfah4JLJ1+ByexA2/h/yvFv5VbmL74wsSZ9YcSUMqIBzb7Lrlp+4Fhb8Fu/n77CjIUZEtRspb7jsPJZ+uAhVUVj64aKkNOBjs+63peV2rIZI+hOEXn1PwiuLBD0So3vnMrp3505/Dg4ODicKTgb5GGT06NEp26qqMn/+fGpra3n33XeJawYCUBtVaYglSBgm/162lDu/P5mEonR67lPKTsXnkuiZ7WF7Q5zW8LYxnsCyYHtDjJE9s0joFpIImmESUXW+rI8itzRFaS2d8Ipmsq0+ytAeB89A4kDZsDdMWNXQTRM9YTKwMMDWuigACcPEJQmoCQOvLDGgKEgw4Cfc2BZQeH12oCh0oV/bGfvq8lI6Eiq+C9nF8MkLAPQfOASAocVB8iOV3T737Fl2NvOC8qHU16Y/6u/Vic0ywFcNMVTdIMslclppLlneY/9XgyQKjOiRhWFayWA3YZpUNSk0KxrFQQ+1UZWhxVlYloUgCOwKxYnpBpJgf5cFOCQlB2XlFcx56S1WLvmY8rHjKCuv4ALg23mNTP/OBeDywXW/hWjIVp4YeR58+CyoUfhiMW7JQBl5Iauqmljztz+wfs3KlPMv//j/AHjzXx/A5RNgx5qM67jsuh/ic0v0zvEdVeVQDg4ODkeaY/+v4AlIRyUVCxcu5L3FH5HTfyQAmmERMwyaFI3ln36MpnadEYuFw0n91qHFQTbWhKkzLVySl7BqlyesqWpG0Q1007Y3trAwTDBMk5CiYWFhmhYJwyKS6Nje93ASVu1scf/8QFKRIeiRiSZ0+ub68bpEDNNKGiNMvHQS8556LHn8xEsnASCJqQ9dXC53p/JpHZLbE66a1ba9+ROAFDvoj957p9unm/fUY/zj1b9lDI4BCoqLOzx2V1McVTfokeVFa44cF8FxKwGPnT0OuO0mNN20aFI03LJEbVRFFkU210YwLQtRELCAPJ8Lw7TwuiTqowny/a40hZCDQVl5RZprX1l5BYOHn8LmDevg2VvscgrLhIWpTwSUrz7DI4u8sHAJqxZ+Cm4/JNqeJJimwWvzn0Pv3fJ92vlZcl9BUQ8GDRtOxbkXc/YV3yPf53bqjh0cHBz2wSmxOAbpTK7t9QX/oiGmEU0Y1EZU9oQVIqqBO5CNZXVd7rBudaoM1NDiLFTDTAaYdbEENRGV+qhGs6IR0wzimkkorhGKa8iigFsUiSR0EoZBQj/yShirdoVQdAO3JKbIlfXJ9TG0OAu/W0IUhBTXsGikOeUc0Ugzr81/jlg0kjJePnZch9q4GcntZUu5XfATe3vTx3YgZNh1y02NDcmpihLPdIYO6Sg4BhgyoizjeFwziGkGWR4XeT4XftexU2/cXU4rzSHglsn1uSgMuCkOesjxypRkeQm4JQTBljiTRduRrzDgJuCWyPbKBD0S2xv37+fwdbnrV79pC8g7+DebiDZTqNawSsmBK+6Fi3+aNmfW3XcQGzgO9myC5jZ97pvuuIvHX3iN0y+5mny/i2OoxNzBwcHhsHH8pIocANiyaSONcQ2XKKDoBgMLAoiiwGs7u1c7+9XWTWljQbdMfSyBZVnoCZM4QrJcoCasYli2vJZpWQwo8Cf/uIfiGopusKKyEcuyg+3DlZ1UNANFM/h8bzOqbtEU1+mV3X29230NP+prazIqQ4CFP7gfsliX3gnFLbJey15OllaA3WBWPnZccrukdyl7du1MO8WZZ5+T1oDXFZvWrwXsgNjbcpMQ10x2hmLkeF3k+V2cXOBHkYL7dd5jAUEQOLWX3eAW0wy+qo+ht0gY+lwSeX77uxuXTSQRRvXO4bPdTQgIZHlcRNTOy5IONmXlFdw967c88l8/wzBNRFHENIy0eVXzf2k39kky9D/dbuarb/d9ObncviH79NHkkChJyeZEQQC/W2ZkybGjUuLg4OBwuHAC5GOQkpIMzTwtLPtwEVMNE8PElulqyYp29wnxvuYSAL1zvOxqipPvc+NziRiWrTULdmOXWxLZ2RjHI4spj6KzvTI1kQQuyWxRiohQ3ufQ29capsWWuij1QjO6aRFRdSIJnd453Q+Q2TfxbQEZOvx7jqjgVd834Dw/vPdEx+dzeeGbN9jB8bqFUPsV4rp3CGTlEA43kVdQyKN/np/yyD0nN10BRBRFHn/hNSaU9aepvQNfFzQrtgtgZVMcw7Bavg8CQY9Mvt+NJArk+93sDnV1pmOTVvttr0si3+9m9a4m8vwuaiNqy49awC2JSCK4JDGpvrJ0eyO6abKxJsJJeT58hynDPmnKNAYOHZ6sUf773GeS0oFJ6rbD/DvAmwU//AucPQ3+9cc2p7wREyDeDJvbtI8rvvEtwL4h8LllZFFIfjYODg4ODm04JRbHIFOnTu2wJjIWCTOsRxZDi7MIetrufzp6xL4vvkDmDGJpjg9/y+NouV0zT47Xdi0bUhykX74/5RhREAirOntaHOlU3TYg2R+aFQ3DtGhWNGoj6aYP+2KaFmuqmogmDGIJg8qQgiRA7/3IHgPpsbDQloVtz1b/QPtF2QV2vaiY4Z6zx0CY/EsYdQls+ze890eKq1fz51f+yQfrt7NiZyP/Wr0lrR61oDC9brh3334A3Prz/XNU8wayqA6r9s/LLRNwyxQG3PQIevHI4mEL/I4WRpfm0C/fjygIiAJIgkBx0JMmS+iSBNwHrNIwAAAgAElEQVSSRNAtseMwl1qUlVfw/dvuoKy8ggdnzyEQ7KDZVQnbmsknj7Eb+3zZdpNf/zGw8UMw2/7Ntcq/xRIGPllM2ng7ODg4OKTiZJCPQcaOHUtJ7z4ZH7/rWoK1K5enBVuZgrtMxKORjMcfKIMKAzQpGmHVdqT7fE+YESVZSGJqzW8mTNNiY02E3jledjcpWNhZ6Y50eaua4uxtVlF1kyZFw4raZSF5/v1vQCooKk7bNto/5h51CZx7E+vaZ5pHngdjr4VwHfzzUcgpgYI+cM4P7f2L5sCaf5Cdm8c/l63vcg2XXHkNr784N2krDvDA754E7AzjogVvZ9ZVzsBnH79H8K77yPW5UHUTQQCvLDKwMHBAn8/xwoDCAKZlkeN1ZVQAPrnATzRh4JFFdjcr7GlWyPbKKcYjh4vinr34akt6CRQAn863lSq++9+2O18rmz5KvhTbKbC0ltq0NuQ6ODg4OKTiZJCPQbY3xCju2bvD/f945W9pY9s2d/CHdR8sy+K+n+yf9W5X5HhduETbvS4U1/hsdzOf7W6isjHGispGTNNi9a6m5GvLsjBMi9VVTdRFE+xuUlqaAQ10w6KqKT2TZ5gWe5oVEoYdHJumRY5Xpl/egen4JnVqBQGX22Nvu9oFkuOuT76cltti1DHxNggWQM8hcOPTcOUv24Lj5a8gfv4uI0aVs2htqgV0R2zduCElOJ56849Tblwef+FVBg8/pVvnqtu7B79bYnBRAJ9LxOcSKS/NPaGDY4BcnytZYiJmkDnL97spzbWb+YJumWZVT+p87y9f17r92uk3dz6haj3C/z2TOtbOOe/UMWckX9dFE7hl6ZCoczg4ODgcDxyyAHn69OkUFxczcuTI5FhDQwMTJ05k0KBBTJw4kcZGu4bSsixmzpzJwIEDKSsrY9WqVclj5s6dy6BBgxg0aBBz5849VMs9ZjBMi91NCj36DexwTn1dTdrY3t3pbmsdUbljG/fOvIlnH/8ta1cuT9m3duXyjONdkeWRWfDyPH467bv89blnUDSTypBCQrdYVRVC1U0UzWRzbYR/V4ZYU9WEotu1yw0xjb3NKmFFZ2cozu4mBb1Ff1nVDXY2xli2ozFp+NGk6PTJ9ZHndydrsPeHtSuXs3LJx1w7/WbO+OZ4/vOBhykrryDeasiR1xvcfvzLX2TpzHHcNu1aBrttdYtv+hsYd3J+28mqt8KcadxzyWiWb6tl7lvvdXsd+zYFbt6Q/hTgrl/9BmEf6bnSk/qnzTNNA59LJM/vZkBhgNG9czMGhA7p9C8IMKAwQJZHJuCW8MoSm2oifFEdJq4ZGKZtkqMbdgAcimvU7FMOtLtJYUtd5GsFyd1x/rv+jAG2ocyT18NfbqKtmF7gP+6+LznP55aOS8USBwcHh4PFIXtOOG3aNG677TamTp2aHHv44YeZMGECd911Fw8//DAPP/wwjzzyCAsWLGDLli1s2bKFZcuWccstt7Bs2TIaGhp44IEHWLFihd3hX17OZZddRl7e0WNffLipDtvmH2ddPJkP3nwJLZGuwbs/zVsdseCNlxFEEbfbw5MvvkFZeQVrVy7npqu/ja5pyC4Xc156u9ulGO/8/XmefehuAD5b8n8kTItLrroeSRTwuSRqIwn8bhFREGiMJ8jzuamOqGR5ZKKagWaY/7+9O4+Pqj4XP/4522yZyR4gJEFAAmELSoCKWxUXhFbcqxZ3LdVqqdrNert469rqba1X7XVrq0WrV71V+aEWW0WtglSguCEgAgkQQvZkMpnlzHx/f5xkzJAEkhgSluf9evkyc+ack+/5ksAz3/Oc5yEUcxrhhqJx3q9oxDScrtmaBlXBCLrmdMcbk5NGsD645wF144NVK7nqnLkkOuRtrlm5gm1btxAKNjsbxhwFQE7DpmQ+9hNXn8a/tzdyZEEGhq7xx/t/w4P33I5qq0LQsXxbT82aMy+lWsWsOfM67VNaNoOf3P5f/OqnPyCRSGBaFlf8/L949r7bWLf2i+YRZ599VjK/NvsQXzXuC69lMCTgIhKPE4srIvEEbtNga30IpcA0dFqbw2TmJqhsCqPrTk7zp7ucnxlN08j0WuwKRsjvbT58B2n+AC3tP4e70TSdhTffwgmz5/L9K+dTX1eJYRiUln2F7/7kF8nfVecODb17aFUIIQ4x+2wF+fjjjyc7Oztl24svvsill14KwKWXXsoLL7yQ3N7+4NlRRx1FQ0MDlZWV/O1vf+OUU04hOzubrKwsTjnlFF59tefNEw5GoVic5qjNCccew0PPLGbiEVM77VP++aZO28bt4VZ8Tu7QLrerRAI7FmXVcucp+CXPPU0s6uT1xqLRLlM5uvPiM4tSXi99/imaozZ1oShVzRFAEYzE2d4YpjHs3MZujdrkprkIRWzGDfE7XfuiTi5zVdCp71wXirErGCVsxwlGbPLTPX1aNW53180/SAmOwWkT/dyfHwM0J6943HGwcwMXz78wuY+pa0wrykx2IyubeSwulxvDMLBc7pTybT119vzLuPnO33LU8Sdy852/7XYF8ez5l/HIcy9zzQ9/yi8ffY6SI6fxp5deY/78+WRnZzN//nyeXLSoy2NFzw0LuPFZTn3kwgwv6W4nH97vNp2ayS6TjTUtTlqOrrOuqpl0j8XQgIdsr4tMr0VDa+cqMb1xzkVXdP9m2w2B0rIZvPbvjbxfXs97m2t45LklKR9k11cHyfZZWIbcQRBCiO4M6JMmVVVV5OfnA5Cfn8+uXU4qwPbt2ykqKkruV1hYyPbt27vdfiirbYmiEk4XuNKyGZRMmsLH/16dss/uAR6A15daq1fTdJRKoOk6tr2HTnAdavOufOfNlLd2f70neUNSS9OleT0clunDZWjEEwrT0LHjCRQkKwu0fz2+rVW1zzJoCts0RWwSCUVCQdROYCcSpLlM8gPuLxUcA2yv2NLl9lBLEI69BGacC4D5xkOcfVf3QWdp2Qx+/5cXUloJ98XZ8y/r0a310rIZjC0tY3tThIDbQNdgkQTF/crnMjmiIAOl4MPKJryWUxbOYxq02nFMj4Xm92AnEpi6TmMYhvjdbS3ZFZahfemfz0B69zWLvZ6959srpfBYTqrIoZ5/LoQQe7JfVLFQXTzwomlat9u78vDDD/Pwww8DTqe5HTt29O8gB0F1dXWnbTVVjWjhGA01LQB89aRTef7JPzm5Bm2mzphJQ80XXdU+WbuGV198LuU87V31VCKxx5SMuG3ztxeeZcRhh1GxJfXhsootn6d8nz3ZuT214sZHq95j1ZtLmTDlyB4dD+CxE2yvj2LHFYUZXrbXhIknEuT4XAR0k2CHywg29D6lASAQ6OIWdlpbSs+RX3f+X7eNvJqP93rtIw47jBGHHQbQ43nqNQVb6kOMyPQRjNq4NTDiJppmsWNH78uSdfUzJzrLN3Ae1gvbZGV4aGpsxYo0Ewc0pUDXcMVsgnXNHJ6TRmM0RkJBormZBoI0hW0CbrPH9cnbjRs/odv25qefd+Fef85C0TjEFS22yQ7XwDZA6Y78zPWdzF3fyLz13aE0dwMaIA8dOpTKykry8/OprKxkyBCnlFZhYSEVFRXJ/bZt28bw4cMpLCxk2bJlKdtPOOGELs+9YMECFixYAMC0adMYPnz4PruOgdTxOkJRG1WvU5hj4XM5D9gcfdJpnDP/Mp5f9MfkfhVbtpDZIW1i/bpPUJ06X+zG5XX+C3YOLJ954jGaGpu6OAjKt27t0ero5k0bU14rpVi/7hOOPum0vR7bUaIpTE6aC8vQqdWDZHld5KZ1vRKW2U3qSHc+WLWSnZW7fbDy58Dlv3cafQA8sRBqtpB9RFmvz99T5fWtFGR4kukae9LQGsOv+dmVSGB5DUZmexmV7SPP3/fyXQfL786+1nGaWirqyVF+hgwdxrpdzeSmualqjmDqGiPbmuO0RGx2JmqpbIlienRa4onk3ZGeOvqk03jofxez5Lmnqa3ZxY6KchrqazntjPNYePMtez2+sqqZEbk+xg3xM3Q/KvEmP3N9J3PXNzJvfXeozN2AlnmbN29eshLF448/zhlnnJHc/sQTT6CUYsWKFWRkZJCfn8/s2bNZunQp9fX11NfXs3TpUmbPnj2QQ95vvF9Rz4eVzbRE48nguN3XzrkgpZLBhnUf8rOF306+Lpt5LG63B03T0HSd3CEdAjvT5TS4uO4ZWPAnSEvNGwdAKd76+ytdjuuJ39/Xo/EPLzqs07aMrC6+114MS/ck6ycX5/q7DY774q6bf9B548wLvgiON73ndC8Dzjj/on77vrtrtZ2Sdj1RFYyQ5XOR7rHI9lkUZXq/VHAs+ubIgkzcpk6a22RqQSYjs31OcNyheY7P5eQv67pGjs/V5xJrpWUz+Mmdv+GeRxbx1Ktv8fJ7H/coOFZK4bUMTF3br4JjIYTYH+2zFeQLL7yQZcuWUVNTQ2FhIf/5n//JTTfdxDe+8Q0ee+wxRowYwbPPPgvA3LlzefnllxkzZgw+n48//tFZDc3OzuZnP/sZ06dPB+DnP/95pwf/DgW1LVGCkTgRO4Hb7PyZprRsBm6Ph3AolNzWMaAtLZvB939xB6+/8lKyEsIdP7nB6bb13WdSTzbuOFj9Yqfv0d2T8yvffatH1zC0iyYHr/z12R7l17aXXfsyubwdfVbTQn1rjOlFmXywaqXzsKEGWz7f8MVOmg7n3gpFk2H1S7DyOYg4aS2BQEaPxt0Xdlt1hG2NYUqGOF0N4wmVXE0Ox+LsbI7QGouj6xrpbpMsr4mmmSQUX6pCgui7jqv97eXzdm+rrmkablNnaMBNpsciGLWTaWQDUY+4JRrH7zY7fcAWQgjR2T4LkP/yl790uf0f//hHp22apvHAAw90uf8VV1zBFVfs4cntQ8CWuhD1rTFaY3HSuqldOmLk4Wz45MPk6/aWxOAEmHf/4ianIsWKd3nomZe45Orv8cTyDmkP1ZvB5YNRZV0GyN0JBZv52cJvc+t9D+1xv91LlkH3D8R19MGqlVxz4ZnEYlEsy5UsOddXYTvOBYuchxrvmeHiR9+cm9KMAwB/rtMIpGgyfPYevLMIYl/ka4Yj4X7tNghtKSfVQQxdZ4jfRYuhsbM5QiKhaIrEGJvnJxxLUN8aIxJPYBo6uWku/C6ToQE3BRneHqVkiME1fkiA7U1hsr0WNS1RNtWGiCvFuLzUFu/xhJMUZfbjn2nYTuC1DEbn+Pa+sxBCHOKkk95+7v2KehSKUDROQbqn2xVCy5WaanDU8bOSXy95/mli0UhbebYILz3/v1x70y8Y9vVrGEKQX013cUMJaFtXQ8FEOOZiuPoJyOhZju0bS//fXvc5e/5l5BeOSNmWNzR/r8etWv5PotEIiXicWDSSLDnXF81hm1fWfdFE5c5FS0iMLIOzb4FAnlPCLbsILnsAJpwIH70GL92eEhwDJOL2lxpHVyoawqS5TAJup2xYmsugoTVGKBbHbRrsaAqzoylMc8Qmw2MRcJtkeEyy0yxGZPkkOD5ApLlNxub5yfW78bkMMjwWXssgaieI2l98UCtvaGVTbUvKsWE7zrqqZsIx5//VLZHdT9+tnU1halqiuE2ddI/Vb9cjhBAHq/2iioXoWnM4Rkz3EE8odM0p7daV++64hY//vSpl22uL/5rMS/x843oomAClp8E7i1icdSov3OcEeLeeVsZJJUPgmK/w+PPfoM6cA185zznJCd+CF2/b6zh72nU3HrdTXjf1oKFJRlY2qm2FN5FI9ClvGZxV+PlPriESTzAm14cdbmXL2FNgxEzw+OFbHVr0hoPw7E9h20ddnsu0XH2qa7wnrXacw7K8JBQcWZDB6m2NZHoT+F0GLbE4oWicbJ+LiB0n3WPiMXVKh6fjNuV2+YHKa+m4DB0zovF5XQhdd36XnLQLDUPXqGmJUheKMjLLx5a6EJahs7M5QqbXoiUSJ8en0PeSnhGOxWmMODXF+3NFWgghDmaygrwf29YYpilsU90S5fCctG73e+PVxZ22hcNOPnJCKRpdWXD+XTD+BLjqUeKWUy+1ODeNU4pzk8cMS9TBJ2/AltXw3v/C4TPgxpecSg57EGkN8cGqlazYWs/Cv37E+xUNTLv3bf5r2RcNSz5YtZLqqp0px006Ytpe56Cxvi75AGJfO9IBvPDRTiLxBKeOzeOXs8eR3lLpvOHxO9farrYcXr4HKj7AZXVeaTvnosu/dJpHR3ZCEbUTpLkM3KYTMFmGjtfSyfO78LtNcnwuhvjdZPlMsnwuvJbOlOEZEhwf4KYVZZHuce4W5Ka5yA94yPCY5Ka5yfG58FkGNS0RPJbB53UhLMNgWMBNbpqLPL+bgMfqUevqYDTu3G3wWYzI2nutZCGEELKCvN/a2RSmJWrTnHBuo+7pFvqJp53OE//zu5Rt+V+Zw09eXseyDbuITf92ynvjY+XcffW5pFlGSuOC7Vs+h/aVaNMFX/mG8/W8m53AsXwtrHvT6e18/l3w/v/BZyvAsPj5jddSd9ZdhHDx7lZnZfgv/97BjV8djaZprFr+z051rUePHbfXeWjvSGfHon1euVVK8feNNRw3Kps75pYA8MkDN8DMb0LVJvjkdVjxDMRTu5ydNPcM/v7yi8SiEXTD4Kbb7unXh/NaY/Fkq+I8v5txeQFqQ05924nD0kkohWXovF9Rj9fSGZWdxpa6UKeHv8SBa/zQADsaw2xvbEVve4hP1zTshKI1FicUi5Ppcf6aTnOZ+N0mdkJh6houQyMYsffa8MPQwOexmDI8A1cXD/kKIYToTALk/dS2xlZaInHG5vvZ203RhTffwsv/9zQ1u6qckmSnXMcnJcfzyYYakjcJ1i2Dv/8eRk3l+DNOYlgXZZ6OPuEUXnmhbTXVjsJv5kHJV2Hu92FYMUw8Cebc+MUB826Gta/AxJPY9vE/ABf6R0vJnnYqI3LSWb29iY01LYzN8zupEbsFyM1NXddW7qirjnTtVS0ysrJprK/ba3WLz2pC7GyOcMUMpyvj6UdPwQ63wBuPfLHTbsHxUcfP4tb7HuK8S6/s1woaHbXfMjd0DY+lE/CYBNqCIUPXMNr+5KcWZBK24/hcJjn9WNZO7B+GZ3gYnuEhYsf5eGczlqETseO4DJNwLE7AY2LoOm5Tp6wok4r6VnL9Lj7e2cSmmgi1oRh2IsG4PH+X1TA0TSPP75LgWAghekEC5P1QbUuUqK2IxPeeXwhO+kJtFEgfCqddD4UTARj7zm/ZsPZ9CHco0bbhHXKyz+3yPLfe9xCvvvhsykqvuWk59q5NoBnOeYomO2/UbIXcw2DKHOf1lDnQtIvEaw/y1bwWLr7gds780/us2d7E2Dw/7y77e6fv99SjD3DC7Ll7DDx3L/H2waqVXHXuXBLx1DrB51x0OV8754JO59rZFObiv6xBA2aNcdJJKreldvXrisfr3IouLZvRr4FxQinW7woCTjmwTK+Fx9Tx7CFdQtc1fC75VT3YuU2DqYVf3B1obI0RsRNO18jGcLLZT1FbmkRRpo+aYIymiI3fbRKNK9xm6t8XUTvBzuZw8oOXEEKInpG/NfdDn9e2sDMYIb57+bHdvPDRTmaNyeHtd1egruiwGrriafjXX2nIyUoNjtv8+aH/7jZVoHj8pJRycaOLx1H98u3U19V03vm4S2H4BHjzUfjmf8Hf7gOVoLZmFwUZHob4Xfy/T6oIf/APlv3jtU6H27bNw7+9iwU33NRlENpe4i0SCaNpGhcv+C4frv5Xp+AY4PlFf+SFp//Mj2+9O3lt75XXc93/fYQCSvPTKf9kDT+88z+7vO7drf/4gx7t1y5sx/cY5IITHJfXt2IaOhpgGjqZXgtT1/be6VAccjK8lnNnwW0yKT9A1E79GRkacBPwGGgamIbG5roWSoakdubbVNtCTpoLlyGrx0II0RsSIO9Htje2UtUcIRSNE4rYjMzqvl7pe+X13Pb3jTy7dgfjC6fB1jjUbXPyhN99CoBdO1spGjmaii2fpxy7c8e2bs970+33cOU5c1CJBJquc9Pt97Dsby+n5DgbhulUpHj78S8O/M28lPNomsbobB8ryhtYx0i48B548gZIpAa3K956gzUrV3T54Nuq5f8kEgmDUiileOJ/fodhdB+Exm2bO2++kdiwElY1e6iJaATcJrNL8jjZX8s1F55FJNza7fEdebw9rxVb0xKlpiXCmFz/HqsEbKh2Vo6HBZw20j6XQY7PldJtTYiOphVlJb/uqohN+4cyy9CpNQyaw3ZytVgphct0HgCcnJ8+IOMVQoiDhQTI+5GdTRGi8QQ1oZiTL7iHRcW/ra8GYH11C+uBEVYr5X/6Tqf9dg+OAcqO6v5Bt9KyGTz2/CspaQ3tgesbry7mxNNO54TZc3ni9/exbOmSLs+xaf06AG786mi++ed/YcdsyBsJxUfD+rc77R8Jt7Jq+T87BchlM4/tlLcc72L1uCOFxt0fxgAnp/jG40fzzakF/PH+l4hGe1439sIrru7xvvWtMTxW6q9SLJ5Aw8kl1jQNpRSmrpPmMsjwOvuW5stDU+LLyU/3sK2xFUNzuiruaA6TE3fhdxu0ROKku01pIiOEEH0gAfJ+ImLHSShFVXOE1qjNmNw0WuqDXe4biydY9lktx43K5u3NTtmz75x6JC8sn8WKt17f6/e6f9Hze3y/q7zbhTffkqyrDHDPo4v4vyf/5LSs3k17UD46J43rc7dyz0+/D5c+AF85H2oroGZLp2Me+d2vycjKTkn92JU+CuOIOcSrPofSOfDaf3dagU6lwUW/BSDg0jk8188Zk5xmJx3rKXfkS/Nz/U9vZdvWLSz+3yfx+Hxcfu0NPapWUReKsisYJc1lEHCbBCM2jeEYoagzRk2DbJ+L+tYYiYQi3WMxLN3NmFw/LkOT4Fh8aekeE1/IYGyen1XbGrAMjcqmMHWtGvG4YlSOjyyfNAYRQojekgB5EG2oDqIBxXl+WmMJghGbYMSmZEjXT6MDtERtLnpqDU0Rm3NK87nyKyP4eGczJx6ey7+KDtvr9zTM/vsjP3v+ZTz0m7uora7q9N51F53D/Yue5/03X3OC2uV/gTk3OAHs8z93qmRUrm8fFNGCKclg++z5l3HFtxbwwcSLYdY1X5x062r49K3uB3TuLyFvFNgxbpsU5ZiTj0m+tf6jrnOKRxWPTQbDHT8A7I1SiuqWKJlekzSXicc02FQbxGMa+NwmrdE4pq5R2xIlu63yRIbHpCjTR6ZXAhbRP/xuk0lt6RPZPhemHmNXi0a210UsnsBl6Hi7aU8vhBCiexIgD7BQ1MZtGhi6RmOrkwbwUWUTjWGb6pYY+emeboNjgHvf2kxFQ5iZh2Vx9MgsdE1j0rC2B3N6cBfV5+2+4UhffPvGm7pcRV75zpsAVO9saw7y6ZtOQHzurXDe7c62UAP4MiFYB/5sePMP3PNhjN/e+Vda1TBnn2Cts49uOCXnPn3LaQnd2KHpSNFkOOJrMGKK8/rhS3l0fAnHnHxacpfami9aTHd0xvkX9+m6myI2GR6TTK/TnczUNQJuC9NwgpPtTWFyfRY7myPktgXIXstgaBfl9YToD+OG+NnVHCEYsfFYBko5H76FEEL0ngTIAyiRUHy0sxmfZTApPx0F2HFFxI6xvTFMbpprj6uLCaV4Y1MNE4cGuO/MiZ0C6XETS/c6hrP6sdEFkFx93T1Ibn+Y7owLLuLjtW3NRxp3wpJfw4kLIH+cE/iCExwDfPUKou0nmHSKU2N52aPgzYCpX4cj5znbT/0ulK/FijRhBbIJBQogLdMJwl+9FxJxPvlgTcp4dpR3XdrtxWcW9an5x47GMKNyfHhMnRFZXlyGjp1QhGNxxg/1E1cJ3KZOpm1htP05yYNSYl8bEnBT3mA6LasBj6TxCCFEn0iAPIDWbG8kHEugFNSHogQjNs1hm2hcYScSe731vqG6hYZWm+uPy+fD1f/q1MCiuzSCdpqmccLsuf12Pe3Onn8Zr7+yOCX/2Y7F+GDVSsaUTEA3jC9Ks+3cCH/5ofO15QU7Ai6vU8P5G3fAphXOinAgz2kBHY9BsAbWvQXTznaCY4ARU/jiUTzguZ85FTzaxONx/u/JPzGmZAKrlv+Tyu1dB8jrPvx3r683YifwuZ20io5d7fL8LmpbomR4LTI8FkWZXiDImNw0MiStQgyQdI9FayyOHVd7rKoihBCiexIgD6BoPEFTOEa2z8XGmhbqQjGUUmR4LHLS9l7q671yp4VzeuMWvn3xGcn2yw8985ITJO/l38L2ls/93REOoLmpIeW1UoqrzpnLNT+4OeX7e70+QqEWZ0OsreRapAWqP4cHLuj+G1R3qMax+E6Y8jUYUcpl0wopK8zku7/t/OHg/l/9ktZQC3Ys1qnNdbvcvKE9u8AO17WlPsTQgJsjCjJS3huV7UuW5mvPC+1YpkuIgVCc66RR7SlVSwghxJ7J/bcBYscTROMJGlpjJJQiYieIJRKMzknrcfvgNdubGJHp5Z3FzxCLRlBKEYtGWPL80wB87ZwLsFxd57hqmoblcjul0/YBl9vTaVsiEefR//4vDMNE0zRMy8W4yVP6/k1euBXefgI2Lqfo/T/w/vXHcd2xo5g5MouJU6Z22r2poZ5YNNptcAwad/3+jz361qqtFvOGmhZy09z4XWan0lmapqHLip0YZJqmSXAshBBfkgTIAyCeUKzd0UQ4lsBjGdSFYjS2xthLo7wUrbE4K8vrOWZkFrXVqQ+ctb8uLZvBQ8+8xMQpZZ2OV0px/mUL9snq8Z5EWkN8UdBZMefM8zBMJ93AMC3mnPmNnp/s83/Bv55DNwz+87e/T3nr8Zc6t7LekyNnHM0f/vpqj+ajoTXGxtoWPt0VJMfnIstrckSB5BMLIYQQBytJsRgA/97eSEs0TjBiM8TvorIpQgJFyZCePWHeGovzvRc+JhpXnDgml9831He7b2nZjNQH4z73t20AAB58SURBVDrY8EnnNASlFNsaw+QH3HxW20JRppc0V+9/LKLh7ptwxKLOo3eJeJzG+joeefb/peRP/+OVF4lGetbE49of/Swl77ojX5qfUEvXtaN398hzXTc52Z1SiqpghKF+Nw2tMbJ9FlMLM6XxghBCCHEQkwB5ANgJRW0oSjSRIM1lMibXJBbv+fLxPcs2sXp7I3PHD8HY+Sn/Xrk85f2c3CEpr9d/3PXDerPmzOu0rTFsE7YTfFbbgt9tUl7fyvihgR6PrV3ZzGO7DMqTNA3dMDt15wPQ99A+uqP8whFcft2N3b5/7sVXprTE7k5O3lC21IVI95hk+7pPb7HjCT6rDZHptQh4nHrHE4YGJDgWQgghDnKSYjEAwnacUNTG16Fgv2X0bOrDdpylG6o5c9Iwfjl7HH9+6L9Tcmo1TeNr56Y+3Fa7q3PN30uu/l6ncmZKKXY2R/BaOpZhkONz4TINlFKsq2qmoTXW6TzdCaTvJeVAKbrrnX3iqV/v9rD2nOr8whEsfndtt/tBzxt9XPm9HxNLKHYFnVXrUDRO1E79wFIdjLCpLoTf7XTJO7Igg0n5AdLc8plSCCGEONhJgLyPtRfuH5PrpzDD2+vj39vaQGsswcnFuQBs/fyzlPeHFRR1SjfIGZK6ogxOAFvbEm0L1uO0RG12NEXI9llkeV1k+yw8lk6Gx6SmJYquOy1re6ps5rG4PV50vfsfqUQ8zqrl/+y0/db7HiK/cESn7XPO/AbLP9vJ++X1ew2O211y9fe6fW9U8Th+cudvmDz7XNI9JrquoZSiorGVzXUh7ITi89oWmsIx6sMxsrwWeWnutg8QOn4JjoUQQohDggTI+1hFQyvNkThGH+7KL9vazC9f20CGx2RaoVNSLDM7J2WfYQWFnY7rqmHIxvWfUt0SZWdThPKGEBUNYZrCMfxuk5w0FxkeEw0Nr2VQG4riNg10XaM15tQvbq/i0J3Sshn8/i8vcM0P/oNAekaX+5iWq9sqGovfXcucM7+BaVpYlos5Z36DW+97qNvv152FN9/SZbB9ydXf45dPvcbEU87DMDQyPCaWrrO+uoU0y7nWjdVBdE1jVzDKML+bbJ8Ln8ugdLg8kCeEEEIcSiRA3sfiSmHHE70uu7StoZXb3q6kMWxz9uR8zLaUjJqqnSn77f4a4N1lnSs6/PP1V/G7DFpjcQxdJ91jYho6lq4zcViASfnplA5Px206K6XpbpO8NDflDa1sa2hla73zHzjBsp3oHCyXls3gsmtv4KxvXtblNe2tisat9z3Eis93sXxTVZ+C43aL313LtKOOQTcM3B4Pl1z9PRbefAu6rpGf7ibdbeExndQJU9fI9Fn4LOd1ps/JNw54TAwdjijIwG32LEdaCCGEEAcHuWe8j0TsOJVNERpb7T0+CNad5z/cia7BA2dPTq4eA1Rs+Txlv8rtFZ2Ora6q7LQt1NxM+bo1DB17BJlei3S3Sbo7jtflBN7etvxon8tgiN+NZWjEE04OdHPERtOcVtkJpdhQ7VSK0DWNsXl+NlQ73eKidoKtDa2cetX3eeaJR4iEQiljeOJ/fkfhYSP71Nq5t+568DEyc1ObgHgsgzSXiddSTBgW4KPKJuyEwtR18tPdbV9rRIwEGR6LdI90vxNCCCEORbKCvI98WNlERUMrdaEoQwNdN+/oTiga56WPd3JMkZ/pRZnJ1efrLjqn076Gnrq62RqLc/KZF3Z53jdeepaA2yDNZTB+qB+PZTA2L7XU3MShASYOCzBleAaGDjk+FxkeC1PTMXWdDdVBDN352m0ZlNe3klCKjTUtbGsMOxUf3BZFo8d2OYbXX3mpV3PRX4IRG59pYOoaY3LT8FoGuqaR43Nh6hpHFGRQnJtGts/Jxy7O8/f6z00IIYQQBwcJkPeBWDxB1FbsaAwz1N/7IOvuZZtojticN/6LNsWzSkez4q3XO+07oUMHuYRSlDe0cvQZ3+yys92/l7/NEL8bU9fI8FqUDPEnV47b6bpGusfCMnSKc/24Td15kM9nMSzdTcBtEXAb+N0m2V6LaDyB2zRIswx8LqcShs9l8PVvXNTltXVVam5f21ofYkdzmHSPydTCDPLa/kxKh6dTkOFhdI4Py9DJ9bs5PDeNCcMk51gIIYQ4lEmAvA9srgvRGI4xPN1DwNO7LJb1u4Is/qSKi8sKmZDnVL2YPjKHpm6ag1z7458DTs3eDdVBXIZTiSIzJ6/TvjXVuxiTm8aobB8AGd49pxBkeC2OKMgg02uR4THxWQZZPif1IMNj4nMZZHotvJaBz+W8Xzo8nYDb5KLLrsTt6Vy1Y9vWLb2Zjn5hJyDgMnGbekouuGXoFGV5kwGzEEIIIQRIgNzvghGbpnCMUDSO1+r99P7Piq0E3CaXTSsC4NJ5J6O66UltmBaewyYC8FltCL/LbEtxMLniuhs67T9v3jwyvBZDepE6YOga44c6D/Fl+Vz4LAOvpeM2dUZl+wi4TXJ8LryWTobXxGsZjMlNo3R4OiXjxnU63xuvLu7x9/4yInaChFJ83tbow+cyOKKg6+oaQgghhBAdyUN6/Ugpxcc7m6kORoj0oXLFo++V8/bndVw98zACHpOGIHz87+6703394m8RcJusq2rGNHTy/G4UkO4xueOm6xmVk8YvfvELmpubOfPMM1m0aFGfr6098AVntbq9qkbAbaJrGlvrQ4zIclaMc9KchxJnzjyKtWv/nXKeghEj+zyGntrZHGFnU4R6PcgQv4ehATdhOy4d8IQQQgjRI7KC3I9Wb2ukLhSlOWpTkN45B3hPPqps4n+Wb+W0cXlcXFbIB6tWcvLUkm73v+Bb1/Hdn9zC0IAbr2WQ5bVwmRouQ2PisACaprFgwQIqKysJBoNfKjjendmhC6DHMnCZOsV5/k7l0C655JJOHxISe6ilvLtQNE5Vc4SEUny6q5lgxN7rMZ/uCtIYjpHptRiW7iHDa1I6PJ2psnoshBBCiB6SALkfRewEDeEY8bjqdde1p9bsIM1l8JOTxnDbjddwxVmzu9xP0zRWbK7l69/+MS7DSXPITXOR6bUYmeVj/NBAr1eu95WZM2dy4/d/kLJt0nGnUh2MEE8o4l3UUrbjCWLxRNsDhyEaIzHW7wqS7rGoaGjt9nsppYjFE2gapLkM0j0mGR6TrLY8a7OHrb2FEEIIISTFoh+F7Th+y2R4bs9Xj2taovz8b+tZWd7AJWWF3PWDa3nlhf/tdv+T553LZ7UtpLlMXIbOkICb8oYQ2T4Xufvhw2b33P1rxhaP4dnnnmf6rNM4+vQLaYnGqQ0F0XWNRMIJbnVNw+cyCLbVXM7xuXCbBl7LoDlik5fmJhh1VpDDdpyonUjWKVZKsb6tNnOayyTNZTLM42FiYeZ+82FBCCGEEAcOCZD7SSKhiMUVw9J7FqS+uamW7y/+hKJMDzubI1xcVsBR7l18Zw/BcU7eUH74q/sJReP4XCbD29I4phVldXvM/mDBggUsWLCAVRUNhO0EwYhNmsvE0DXsRIJQLIFSigTOCrnHMqgPx8j1ufG5DDymjmVoZHtdbK0PEY4lUCjCdoK6UBQAl2HgMjXy0pz5z3KZEhwLIYQQok8kQO4nmgYKZyW0OwueXUtrLMEfLziCXy/bBEBFQ5jrjxvFRWWFTBtR1u2xRx0/i/sXPc+6qmaKsrx4TIOirM5l1PZnJUP8fLoriKE5K796W9aDLxYnkVBE44oMt4nL1GlsjRFwmxRleahsCuNqa4Fd1xrFbToH1oVieF0mKuGktHgsHZfpzL8Ex0IIIYToKwmQB0hjOMbq7U0A/Or1z6hqjnD59CKmF2UwrSiT4yeM6PbY98u/qIGsaRoe06Cs8MB76CzNbXJEQQZb60P4LIPtjWF0TUN3gVIQjStchkZCQZ7fjaFDQYY3uVK+elsjLl0nN80FGoRjCSzDmQ+r7ThD05mcH2BXVff5ykIIIYQQeyIB8gBZtqk2+fVfP9qJy9C4fHoRX59W3G0TEEgNjsGpGmHq2gH70Jmha4zOccrFDQ24kyu98YRi9bYGdE2jZIifbY2tycC4fZ+hATdN4RhpbgMNDa+l0ABd0yjI8KBp2gE9N0IIIYTYP0iAPEBe/XQXBRkerpxRxC9f28jFZYUcPyZ3j8ecf+lVKa+3N4bxmDqjc3z7cqgDpmMahKFrHFGQgalraJrGeE+g0/7DAm6qmiMUZnrJ9lnEE4qWaJxMryU1joUQQgjRbyRA3sdaY3HmP7WG8vpWrjtmJPMmDuPYUdmcWjJ0j8fl5A3lW99LLZEWjNqMyvaRuZcW0Qcqay8rv6ahU1aU2WF/Z0VdCCGEEKI/SYDcT2666SZ+/etfd36j9DQ4+TucUpzLhkV3Mu2cv+z1XIZp8bdVn9JQUwU4peBqWqJkei1chi4PoAkhhBBC7EMSIPeDH//4x10HxwCHHQnBWl67Zl6PzpVfOILF765N2VYdjJDptcjyWvhcsmIqhBBCCLEvSYDcDx588MGu39B0KJoMG9/Z6zlGFY/j2X+s6Pb9TK+F320yJjetr8MUQgghhBA9II/794NIJNL1GzkjwOOHbR/v8ficvKFdBsdKwae7mjENHY+lUzLEv9c8XSGEEEII8eVItNUPJk6c2PUbI6c6/y//oNtjjzp+Fn9b9WmX75XXt2LqOi5TZ3ROGi5T/riEEEIIIfY1ibj6wYMPPoje1hZO03X+8Ne/8a+tdXinnw67PoeWupT9ff4A75fX8355Pfcver7b8xq6RrrHZKjfTbpbsmGEEEIIIQbCARN1vfrqq3zve98jHo9z1VVXcdNNNw32kJJmzpzJ22+/zSPPLeH447/KmMllTP/dP8Gbw01zZ3DuHd03AulOQ2sMQ4dsnwtdQ5pfCCGEEEIMkAMiQI7H41x77bW89tprFBYWMn36dObNm8eECRMGe2hJM2fOpCn7cPLS3Dz/QSUAJx6ew1mT83t9roqGVlqiNjlpbsy2BhpCCCGEEGJgHBDLkitXrmTMmDGMHj0al8vFBRdcwIsvvjjYw+rWknW7GJPr49dfH9+nDm8tURu/y8RlaEwtzJAucUIIIYQQA+iAWEHevn07RUVFydeFhYW89957Kfs8/PDDPPzwwwDs3LmTHTt2DOgYlVK01NXTWAsfVjZxSWkOjbW7en2eyqYw8QQYPotYtJnKysp9MNqDX3V19WAP4YAk89Z3Mnd9I/PWdzJ3fSPz1neH0twdEAGyUqrTtt27yS1YsIAFCxYAMG3aNIYPHz4gY2unlOLRJRW8ut754Tn9iJFkZvt6dY6WqI1FhFyPRZ7fxRCtZcCv42Aic9c3Mm99J3PXNzJvfSdz1zcyb313qMzdAZFiUVhYSEVFRfL1tm3b9rs/oFA0ngyOpxVmMLKXwTE4Zd0yPBaZXouJwwKSWiGEEEIIMQgOiBXk6dOns3HjRjZv3kxBQQFPP/00Tz311GAPK8XdyzYB8NC5kykrzOzTOTQNcv0WGhoeS1pKCyGEEEIMhgMiQDZNk/vvv5/Zs2cTj8e54oorum/OMUieXbuD4elupvah4kRrLM7W+hBel0nAbTFuiH8fjFAIIYQQQvTEAREgA8ydO5e5c+cO9jC6df9Zk9hSH+qUG70nDa0xKpvCaBpk+VykWQYjs737cJRCCCGEEGJvDogc5APBCWNyyU/37HGfqJ1gXVUzdsJ56HBXSwSf28TrMsnxuSjM9OI2JbVCCCGEEGIwHTAryAeDTbUteCyDjdVB0lwmGR4Lj6lj6BqHZXkZtpcAWwghhBBC7HsSIA8gTdMY4nezKxghGk9QkOlB18DQdAmOhRBCCCH2ExIgDxClFKaukeYyyE1zEYrFyfG5GJHlxTIk00UIIYQQYn8hAfIAaA7bbGtsZUjAWSVOcxn4XAajc3y9eqhPCCGEEELsexIgD4DtTWH8bpMcn8WRbWXgdGkCIoQQQgixX5IAeQD4XAZDA24mDAtIYCyEEEIIsZ+T5Nd9LBix8VkGk/PT8Up3PCGEEEKI/Z4EyPtYRUMraS4Dv1sW64UQQgghDgQSIO9jmV4LlynTLIQQQghxoJDIbR/6dFeQ5qiNpB0LIYQQQhw45L7/PpJoq3uc7jEZmeUb7OEIIYQQQogekhXkfWRDdQt+t0m2z0VOmmuwhyOEEEIIIXpIAuR9oCVq42vrmJfhMaUZiBBCCCHEAURSLPpZbUuU5ohNls/C1DVKhgYGe0hCCCGEEKIXJEDuR0pBTWsUXdNIc5mUFWUO9pCEEEIIIUQvSYDcz9IsA5/LxJTSFUIIIYQQByQJkPuRrjlVKwIek4nDJLVCCCGEEOJAJAFyPzINDa9lMq0oa7CHIoQQQggh+kiqWPQTTdNIs0wsQ1IrhBBCCCEOZLKC3I8KMjzkpFmDPQwhhBBCCPElSIDcj4qyvIM9BCGEEEII8SVJioUQQgghhBAdSIAshBBCCCFEBxIgCyGEEEII0YEEyEIIIYQQQnQgAbIQQgghhBAdSIAshBBCCCFEBxIgCyGEEEII0YEEyEIIIYQQQnQgAbIQQgghhBAdSIAshBBCCCFEBxIgCyGEEEII0YEEyEIIIYQQQnQgAbIQQgghhBAdSIAshBBCCCFEBxIgCyGEEEII0YGmlFKDPYj+lpuby8iRIwd7GF9adXU1eXl5gz2MA5LMXd/IvPWdzF3fyLz1ncxd38i89d3BOHdbtmyhpqam0/aDMkA+WEybNo33339/sIdxQJK56xuZt76Tuesbmbe+k7nrG5m3vjuU5k5SLIQQQgghhOhAAmQhhBBCCCE6MG655ZZbBnsQontlZWWDPYQDlsxd38i89Z3MXd/IvPWdzF3fyLz13aEyd5KDLIQQQgghRAeSYiGEEEIIIUQHEiALIYQQQgjRgQTIA+yKK65gyJAhTJo0Kblt7dq1zJw5k8mTJ3P66afT1NQEQDQa5fLLL2fy5MlMmTKFZcuWARAKhfja175GSUkJEydO5KabbhqMSxlQ/TFv7e8tWLCAsWPHUlJSwvPPPz/QlzKgKioqOPHEExk/fjwTJ07kd7/7HQB1dXWccsopFBcXc8opp1BfXw+AUoqFCxcyZswYSktLWb16dfJcjz/+OMXFxRQXF/P4448PyvUMpP6cO4CmpiYKCgq47rrrBvxaBlJ/ztuPfvQjJk6cyPjx41m4cCEHe0Zgb+fu008/ZebMmbjdbu655569nudg1V/zBtDQ0MC5555LSUkJ48ePZ/ny5QN+PQOpt3P35JNPUlpaSmlpKUcffTRr165NnuvVV19l3LhxjBkzhrvuumtQrqdfKTGg3nzzTbVq1So1ceLE5LZp06apZcuWKaWUeuyxx9RPf/pTpZRS999/v7rsssuUUkpVVVWpqVOnqng8rlpaWtTrr7+ulFIqEomoY489Vr388ssDfCUDqz/mTSmlfv7zn6v/+I//UEopFY/HVXV19UBexoDbsWOHWrVqlVJKqaamJlVcXKw+/vhj9cMf/lDdeeedSiml7rzzTvWjH/1IKaXUkiVL1GmnnaYSiYRavny5mjFjhlJKqdraWjVq1ChVW1ur6urq1KhRo1RdXd3gXNQA6a+5a7dw4UJ14YUXqmuvvXZgL2SA9de8vfPOO+roo49Wtm0r27bVUUcdpd54441BuaaB0tu5q6qqUitXrlQ333yzuvvuu/d6noNVf82bUkpdcskl6pFHHlFKOf++1tfXD+CVDLzezt0777yT/Lv/5ZdfTv6+2ratRo8erTZt2qQikYgqLS094H/mJEAeBJs3b04J9AKBgEokEkoppcrLy9X48eOVUkp95zvfUX/+85+T+82aNUu99957nc63cOFC9fDDD+/jUQ++/pi3wsJCFQwGB3DU+5d58+appUuXqrFjx6odO3YopZy/IMeOHauUUmrBggXqqaeeSu7fvt9TTz2lFixYkNy++36Hgr7OnVJKvf/+++r8889Xf/zjHw/6AHl3fZ23d999V02dOlWFQiHV0tKiysrK1CeffDIo1zBY9jZ37X7xi190CvS6Os+hoq/z1tjYqEaOHJn8d+VQ1NO5U0qpuro6NXz4cKWUUu+++6469dRTk+/dcccd6o477hiYQe8jkmKxH5g0aRIvvfQSAM8++ywVFRUATJkyhRdffBHbttm8eTOrVq1KvteuoaGBxYsXc9JJJw34uAdbb+etoaEBgJ/97GdMnTqV8847j6qqqkEb/0DbsmULa9as4Stf+QpVVVXk5+cDkJ+fz65duwDYvn07RUVFyWMKCwvZvn17t9sPFV9m7hKJBN///ve5++67B2Xsg+nLzNvMmTM58cQTyc/PJz8/n9mzZzN+/PhBuY7B0JO56+15DgVfZt4+//xz8vLyuPzyyznyyCO56qqraGlpGYhh7xd6O3ePPfYYc+bMAbr/PT6QSYC8H/jDH/7AAw88QFlZGc3NzbhcLsDJuy0sLGTatGlcf/31HH300ZimmTzOtm0uvPBCFi5cyOjRowdr+IOmt/Nm2zbbtm3jmGOOYfXq1cycOZMf/OAHg3wVAyMYDHLOOedw7733kp6e3u1+qoscT03Tut1+KPiyc/fggw8yd+7clH88DgVfdt4+++wz1q1bx7Zt29i+fTuvv/46b7311r4c8n6jp3M3UOc5UHzZ67Vtm9WrV3PNNdewZs0a0tLSDo5c2h7o7dy98cYbPPbYY/zqV78Cuv89PpCZe99F7GslJSUsXboUgA0bNrBkyRIATNPkt7/9bXK/o48+muLi4uTrBQsWUFxczPXXXz+wA95P9HbecnJy8Pl8nHXWWQCcd955PPbYYwM/8AEWi8U455xzmD9/PmeffTYAQ4cOpbKykvz8fCorKxkyZAjgfOrveJdi27ZtDB8+nMLCwpSHHbdt28YJJ5wwkJcxKPpj7pYvX87bb7/Ngw8+SDAYJBqN4vf7D+p/ePtj3hYtWsRRRx2F3+8HYM6cOaxYsYLjjz9+4C9oAPVm7np7noNZf8xbYWEhhYWFydX2c88996D+PW3X27n74IMPuOqqq3jllVfIyckBuv89PpDJCvJ+oP3WRSKR4LbbbuPqq68GnGoV7bd3XnvtNUzTZMKECQD89Kc/pbGxkXvvvXdwBr0f6O28aZrG6aefngz0/vGPfyTn82CllOLKK69k/Pjx3Hjjjcnt8+bNS1aiePzxxznjjDOS25944gmUUqxYsYKMjIzk7e2lS5dSX19PfX09S5cuZfbs2YNyTQOlv+buySefpLy8nC1btnDPPfdwySWXHNT/6PbXvI0YMYI333wT27aJxWK8+eabB32KRW/nrrfnOVj117wNGzaMoqIi1q9fD8i/EV3NXXl5OWeffTZ//vOfGTt2bHL/6dOns3HjRjZv3kw0GuXpp59m3rx5A3sx/W0Q8p4PaRdccIEaNmyYMk1TFRQUqEcffVTde++9qri4WBUXF6sf//jHyQcENm/erMaOHatKSkrUSSedpLZs2aKUUqqiokIBqqSkRE2ZMkVNmTIl+dTtwao/5k0ppbZs2aKOO+44NXnyZDVr1iy1devWwbqkAfH2228rQE2ePDn5s7JkyRJVU1OjZs2apcaMGaNmzZqlamtrlVJKJRIJ9Z3vfEeNHj1aTZo0Sf3rX/9Knuuxxx5Thx9+uDr88MPVH/7wh8G6pAHTn3PX7lB4SK+/5s22bbVgwQJVUlKixo8fr2644YbBvKwB0du5q6ysVAUFBSoQCKiMjAxVUFCgGhsbuz3Pwaq/5k0ppdasWaPKysrU5MmT1RlnnHHQV+vp7dxdeeWVKjMzM7lvWVlZ8lxLlixRxcXFavTo0eq2224brEvqN9JqWgghhBBCiA4kxUIIIYQQQogOJEAWQgghhBCiAwmQhRBCCCGE6EACZCGEEEIIITqQAFkIIYQQQogOJEAWQoiD3C233MI999wz2MMQQogDhgTIQgghhBBCdCABshBCHIRuv/12xo0bx8knn5zsDHbfffcxYcIESktLueCCCwZ5hEIIsf8yB3sAQggh+teqVat4+umnWbNmDbZtM3XqVMrKyrjrrrvYvHkzbrebhoaGwR6mEELst2QFWQghDjJvv/02Z511Fj6fj/T0dObNmwdAaWkp8+fPZ9GiRZimrI8IIUR3JEAWQoiDkKZpnbYtWbKEa6+9llWrVlFWVoZt24MwMiGE2P9JgCyEEAeZ448/nr/+9a+0trbS3NzM4sWLSSQSVFRUcOKJJ/LrX/+ahoYGgsHgYA9VCCH2S3KPTQghDjJTp07l/PPP54gjjuCwww7juOOOQ9M0LrroIhobG1FKccMNN5CZmTnYQxVCiP2SppRSgz0IIYQQQggh9heSYiGEEEIIIUQHEiALIYQQQgjRgQTIQgghhBBCdCABshBCCCGEEB1IgCyEEEIIIUQHEiALIYQQQgjRgQTIQgghhBBCdPD/AYdgGeu5yJngAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#print(df.tail())\n",
    "# 拟合模型\n",
    "model = Prophet()\n",
    "model.fit(df)\n",
    "\n",
    "# 构建待预测日期数据框，periods = 365 代表除历史数据的日期外再往后推 365 天\n",
    "future = model.make_future_dataframe(periods=365)\n",
    "#print(future.tail())\n",
    "\n",
    "# 预测数据集\n",
    "forecast = model.predict(future)\n",
    "#print(forecast.columns)\n",
    "print(forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail())\n",
    "\n",
    "# 展示预测结果\n",
    "model.plot(forecast)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['ds', 'trend', 'yhat_lower', 'yhat_upper', 'trend_lower', 'trend_upper',\n",
      "       'additive_terms', 'additive_terms_lower', 'additive_terms_upper',\n",
      "       'weekly', 'weekly_lower', 'weekly_upper', 'yearly', 'yearly_lower',\n",
      "       'yearly_upper', 'multiplicative_terms', 'multiplicative_terms_lower',\n",
      "       'multiplicative_terms_upper', 'yhat'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 预测的成分分析绘图，展示预测中的趋势、周效应和年度效应\n",
    "model.plot_components(forecast)\n",
    "print(forecast.columns)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
